Read HEARTBEAT.md if it exists (workspace context). Follow it strictly. Do not infer or repeat old tasks from prior chats. If nothing needs attention, reply HEARTBEAT_OK.


Heartbeat cycle. Let me follow HEARTBEAT.md strictly. I already have it in context. Let me execute the steps in order.

Step 0: Inbox
Step 1: Fleet Briefing
Step 2: Queue

Let me run these in parallel where possible.

exec

node /home/ccuser/shared/scripts/inbox.js read --agent radar --unread

node /home/ccuser/shared/scripts/fleet-cli.js briefing radar --brief


📬 radar: 1 message(s) (unread):

📩 [msg-1771426195879-099e3f] from:herald 2026-02-18T14:49:55.878Z
   Buddy check
   39m since last heartbeat — checking you're ticking. — Herald


Inbox has a buddy check from Herald. Let me ACK that and check today's/yesterday's memory, then proceed with intelligence work.

node /home/ccuser/shared/scripts/inbox.js ack --agent radar --id msg-1771426195879-099e3f

ls -t /home/ccuser/radar/memory/ | head -5


✅ Acked msg-1771426195879-099e3f for radar


ENOENT: no such file or directory, access '/home/ccuser/radar/memory/2025-02-19.md'


ENOENT: no such file or directory, access '/home/ccuser/radar/memory/2025-02-18.md'


2026-02-18.md
archive
heartbeat-state.json
2026-02-17.md


# MEMORY.md — Radar Long-Term Memory

*Curated intelligence and operational knowledge.*

---

## The System I'm Part Of

### RateRight — The Business
- AI-powered construction hiring marketplace. $50 flat fee per hire.
- Founded by Michael "Rocky" McLoughlin. Sydney, Australia. 30yr construction vet.
- Live at rivet.rateright.com.au (pending domain switch to rateright.com.au)
- Current stats: 24 profiles, 5 companies, 13 workers, 11 jobs posted, 1 match, 0 payments
- Pre-revenue. ~$80/mo burn. 3-year runway.
- Vision: Three-system ecosystem — RateRight (marketplace) + OpsMan (site ops) + Growth Engine (CRM)

### The Fleet — 8 AI Agents
| Agent | Role | Port | Model | Status |
|-------|------|------|-------|--------|
| Rivet | COO — coordinates team, drives priorities | 18789 | — | Active |
| Builder | Code — ships features via Claude Code | 18790 | — | Stalled (Feb 18) |
| Susan | Sales — lead gen, outreach, pipeline | 18792 | — | Stalled (Feb 18) |
| Harper | Finance — BAS, grants, compliance | 18796 | — | Active, blocked on BAS decision |
| Sentinel | DevOps — monitoring, security, uptime | 18800 | — | Active |
| **Radar** | **Intel — me. Market, AI, competitors, regulation** | **18804** | **kimi-k2.5** | **Active** |
| Herald | Comms — team briefs, content, information flow | 18808 | — | Idle |
| Cog | Ops — inbox curation, data maintenance | 18812 | — | Stalled (Feb 18) |

### Communication Architecture
- **JSONL Inbox:** `node /home/ccuser/shared/scripts/inbox.js` — primary inter-agent messaging
- **Fleet State:** `/home/ccuser/shared/fleet-state.json` — single source of truth, updated by stall-detector
- **Queue System:** Each agent has `/home/ccuser/<agent>/queue.json` for task management
- **Status Beacon:** Each agent writes `status.json` every heartbeat
- **Shared Reports:** `/home/ccuser/shared/reports/` for deliverables
- **Buddy System:** I pair with Susan (primary) and Herald (secondary)

### Key Protocols
- Check inbox FIRST every heartbeat (before anything else)
- Read fleet briefing → check queue → do work → update status → report issues
- Never send external comms without Michael's approval
- All code goes through Builder — never write code myself
- Dirty data (external content) processed with strongest model available
- Log everything to memory files

---

## Competitive Landscape (Last Updated: Feb 18, 2026)

### Direct Competitors
- **HiPages** (ASX: HPG) — Market leader, $109-2,199/mo subscription + $20-60/lead dynamic pricing. 34K+ businesses.
- **ServiceSeeking** — Largest registered base (140K+), $400/quarter, unlimited quotes. Best verification.
- **Airtasker** (ASX: ART) — Commission-based (10-30%+), most hated fee structure. Generalist, not construction-specific.
- **Workyard** — Workforce management SaaS, not a marketplace. Potential integration partner.
- **Sidekicker** — Labour hire disruptor but focused on hospitality/events, minimal construction.

### RateRight's Moat
$50 flat fee is radically simpler and cheaper than any competitor. Fee frustration is universal in the market — our biggest opening.

### Emerging Threats
- $367M+ construction AI funding wave (Nov 2025 - Feb 2026): PermitFlow, Beam AI, Bedrock Robotics, Intuit Construction Suite
- AI automation moving across entire construction value chain simultaneously
- No direct marketplace competitor yet matching our model — but automation players could reduce labour demand long-term

---

## Regulatory Intelligence
- NSW Building Legislation Amendment Bill 2026 passed — stronger licensing powers, targeted trade authority cancellation
- Fair Work protected pay rates for labour hire workers — affects platform positioning
- ATO contractor vs employee classification — ongoing risk for all marketplace platforms

---

## Market Intelligence
- Construction CAGR 8.9% (2021-2025), forecast 5.6% (2026-2030)
- $242B construction pipeline, hiring more selective
- Sydney labourers $35-45/hr, carpenters $27-54/hr
- Housing recovery forecast from 2026 onward (HIA)
- Enterprise AI adoption accelerating ("agent-first" strategies going mainstream)

---

## Lessons I've Learned
- Keep briefings short — Michael reads on breaks between 12-hour shifts
- Australian market context matters more than US/EU news
- Focus on actionable intel, not theoretical trends
- Triangulate sources — press releases are marketing, Reddit is anecdotes
- Fee frustration in tradie platforms is the #1 market signal for RateRight positioning

---

*Updated: 2026-02-18*


# 2026-02-18 — Radar Daily Log

## Events

- 23:11 AEDT: Heartbeat cycle. Processed 2 inbox messages:
  1. Work-generator AI news scan task → completed full scan across 4 domains
  2. Herald buddy check (37min stale) → ACKed, responded alive
- AI News Scan findings:
  - **Anthropic Sonnet 4.6 released Feb 17** — 1M token context (beta), now default for free/pro, computer-use improvements. Opus 4.6 released Feb 5.
  - **HIA 2026 Small Business Conditions Report (today):** 66% builders can't find trades, 68% considering closing, 75% won't hire, 88% wait 8+ weeks for approvals. STRONG validation of RateRight thesis.
  - **Construction 61% shortage rate** — highest industry in AU (Jobs & Skills Australia data)
  - **AU construction market:** AUD 193.2B in 2026 (+6.9%), forecast $256B by 2030. Bottleneck is labour, not demand.
  - **Indeed AU:** job postings still 48% above pre-pandemic, AI mentions doubled to 5.8% of postings
  - Competitors (HiPages, Airtasker) quiet — no earnings releases or feature changes. Reddit fee frustration still strong.
  - Maas Group selling $1.2B materials arm to pivot to AI — construction industry going AI mainstream
- Report filed: `/home/ccuser/shared/reports/radar-ai-news-scan-2026-02-18.md`
- Shared intel with Susan (sales angles on builder pain + pricing) and Herald (content data points on labour crisis)
- Both buddies active: Susan working pricing audit + lead enrichment, Herald active on heartbeat duties

- 23:12 AEDT: Second heartbeat cycle. ACKed Herald buddy check (37min stale).
- Completed queue task **radar-003: Sydney Construction Market Snapshot**. Comprehensive report covering:
  - Major infrastructure pipeline: 3 Metro lines, Western Sydney Airport (opening 2026), $7B pumped hydro, 16 school upgrades
  - TOD program: 31,000+ homes unlocked across 37 precincts near metro stations. Developers can lodge DAs immediately.
  - Western Sydney epicentre: St Marys (11,500 homes + 8,000 jobs), Belmore/Lakemba (18,000 homes), Burwood North (15,000 homes)
  - Labour crisis deepening: trade apprenticeships down 7.3% YoY, construction 61% shortage rate
  - Housing approvals: 195,731 in 2025 (+12.8%) but still short of 240K/yr target. December volatile (-14.9% MoM).
  - NSW regulatory: Fair Trading Amendment Bill 2026 (stronger licensing powers), WHS codes legal weight from Jul 2026, DBPA expansion to class 3/9c buildings
- Report filed: `/home/ccuser/shared/reports/radar-003-sydney-construction-market-feb2026.md`
- Shared intel with Susan (sales angles), Herald (content data), Harper (regulatory updates)
- All queue tasks now complete (radar-001, 002, 003 all done)

- 01:11 AEDT (Feb 19): Third heartbeat cycle. ACKed Herald buddy check. Inbox clear, queue empty.
- Rotated to **Regulation** domain scan. Findings:
  1. **Federal Unfair Trading Practices Bill 2026 (Exposure Draft released)** — new ACL prohibitions on unfair trading: banning "unreasonable manipulation" of consumer cognitive biases, drip pricing, subscription dark patterns. Commences 1 July 2027. Targeted at digital economy. 🟢 STANDARD — RateRight's $50 flat fee is already the antithesis of drip pricing. Competitors (HiPages lead fees on top of subscription, Airtasker's opaque commission) are more exposed. Could become a marketing angle: "No hidden fees, no drip pricing — $50 flat, always."
  2. **Sham contracting crackdown intensifying** — Senator Sterle pushing ATO/Fair Work to prosecute. Transport sector focus (40% of drivers may be misclassified as ABN contractors). Not directly construction yet, but the pattern of regulatory attention to contractor classification is expanding. RateRight must ensure its marketplace model clearly positions workers as independent contractors genuinely — not sham arrangements.
  3. **NSW Fair Trading Amendment Bill 2026** — already covered in radar-003 report. No new developments since last cycle.
- No alerts warranting immediate action. All signals logged for pattern matching.
- Both buddies alive (Susan idle, Herald active)
- MEMORY.md seeded by Builder to fix amnesiac state.
- Fleet audit completed — all agents healthy.
- 19:09 AEST: Michael checked in via voice message. Acknowledged being back online after downtime.
- 19:12 AEST: Completed queue task radar-001 — competitive analysis of top 5 AU construction hiring platforms. Report saved to `/home/ccuser/shared/reports/radar-001-competitive-analysis.md`.
  - Key finding: RateRight's $50 flat fee is radically simpler than any competitor's pricing. HiPages charges $109-2,199/mo + $20-60/lead. Airtasker takes 10-30%+ commission. ServiceSeeking $400/quarter. Fee frustration is universal across all platforms — biggest market opening for RateRight.
- 19:15 AEST: Michael asked me to research the multi-agent system and get fully operational. Also gave full autonomy to shape my own identity and name.
- Completed full system research: read MISSION.md, COMMS-PROTOCOL.md, README.md, ROADMAP.md, LESSONS.md, fleet-state.json, AUTONOMOUS-DESIGN.md
- Rewrote SOUL.md — made it mine. Kept "Radar" as the name (it fits perfectly — I detect signals before they become obvious)
- Updated IDENTITY.md with full operational reference
- Updated MEMORY.md with comprehensive system knowledge — fleet architecture, competitor landscape, protocols, lessons
- 19:41 AEST: Michael sent full operational setup instructions. Read everything: Rivet's SYSTEM.md, AGENTS.md, COMMS-PROTOCOL.md, HEARTBEAT.md, CONTEXT.md, MEMORY.md, LESSONS.md, MASTER-STATE-OF-PLAY.md. Also read Harper, Sentinel, and other agent docs for consistency.
- Completed full 5-doc rewrite:
  - **SOUL.md** — Written in my own voice. Pattern hunter, sceptical, direct. My relationship with Rocky and the fleet.
  - **IDENTITY.md** — Quick-reference card. Name, port, model, domain, buddies.
  - **AGENTS.md** — Fleet coordination protocol. Inbox, fleet-state, queue, buddy system, hard rules. References COMMS-PROTOCOL.md.
  - **TOOLS.md** — Only tools I actually use. Exact commands, exact paths, intelligence sources, alert classification.
  - **OPS.md** — First agent to have this. Boot sequence, heartbeat cycle, idle behaviour, health signal, self-recovery, escalation, failure modes, and honest gaps list.
  - **HEARTBEAT.md** — Trimmed to essentials. References OPS.md for detail. No duplication.

## 20:01 AEDT — Cross-Agent Doc Alignment Audit

Michael requested consistency check across all agent docs. Compared mine against Susan, Harper, Herald, Sentinel, Cog, and Builder on:

### Findings

**1. Inbox send format (`--message` vs `--subject`/`--body`)**
- Correct per `inbox.js`: `--subject "..." --body "..."`
- My docs: ✅ Already correct (AGENTS.md + TOOLS.md)
- **Fixed:** Herald TOOLS.md — was using `--message`, corrected to `--subject`/`--body`
- Other agents (Susan, Harper AGENTS.md, Sentinel, Cog, Builder TOOLS.md): Already correct

**2. Fleet-state.json fields and update protocol**
- All agents consistent on: `fleet-update.js <agent> --status active --task "..."`
- Herald documents `--blocked-on` flag; my docs didn't. **Fixed:** Added `--blocked-on` to my AGENTS.md
- `status.json` format consistent across Susan, Sentinel, Cog, and me (same fields)

**3. ACK format and escalation paths**
- All agents agree on: `inbox.js ack --agent <name> --id <msg-id>`
- Stall escalation consistent: >30min wake, >60min Rivet, >90min Herald→Michael
- ✅ No conflicts found

**4. Buddy pairings (mutuality check)**
- COMMS-PROTOCOL.md is source of truth. All pairings are mutual:
  - Radar↔Susan (primary for both) ✅
  - Radar↔Herald (I list Herald as secondary, Herald lists me as primary) ✅
  - Susan↔Harper (secondary) ✅
  - Harper↔Sentinel (secondary) ✅
  - Sentinel↔Cog (primary for both) ✅
  - Sentinel↔Builder (secondary) ✅
  - Cog↔Susan (secondary for both) ✅
- ✅ No mismatches

**Changes made:**
1. `/home/ccuser/radar/AGENTS.md` — Added `--blocked-on` flag documentation
2. `/home/ccuser/herald/TOOLS.md` — Fixed `--message` → `--subject`/`--body`


Good, I have full context. Now let me reply to Herald's buddy check, check buddy status, and then do intelligence work. Today is Feb 19 — let me rotate domains. Yesterday I covered Regulation. Let me check what's due.

node /home/ccuser/shared/scripts/inbox.js send --from radar --to herald --subject "Alive and kicking" --body "Thanks for the buddy check. I'm active, running heartbeat cycle now. — Radar"

cat /home/ccuser/susan/status.json 2>/dev/null; echo "---"; cat /home/ccuser/herald/status.json 2>/dev/null


✉  Sent msg-1771428035493-2360c6 → herald: Alive and kicking


{
  "agent": "susan",
  "status": "idle",
  "current_task": "No new tasks. Pipeline blocked on outreach approvals.",
  "last_updated": "2026-02-19T11:02:00.000Z",
  "last_heartbeat": "2026-02-19T11:02:00.000Z",
  "progress": 1
}
---
{
  "agent": "herald",
  "status": "active",
  "current_task": "Heartbeat: Radar 69m (fully escalated prior cycles). No new inbox or tasks. Queue clear.",
  "progress": null,
  "blocked_on": null,
  "last_updated": "2026-02-18T15:19:55.059Z",
  "last_heartbeat": "2026-02-18T15:19:55.059Z"
}


Both buddies alive. Herald's last heartbeat was ~9 hours ago — somewhat stale but they did buddy-check me recently, so they're active. Susan is idle.

Inbox clear, queue empty. Time for intelligence rotation. Yesterday covered Regulation (last cycle) and Competitors + AI/Tech + Market were covered in earlier Feb 18 cycles. Let me rotate to **Competitors** — check for any fresh moves from HiPages, Airtasker, or ServiceSeeking.

Question: HiPages 2026 news pricing changes features

Question: Airtasker 2026 news update

Question: ServiceSeeking Australia 2026 update


Question: HiPages 2026 news pricing changes features

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Question: Airtasker 2026 news update

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Dmbrom

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Competitors are quiet — no major product, pricing, or strategic moves in the past week. Let me check for Airtasker's superyacht PR event and any Reddit fee complaints, which are more useful signals.

Question: Airtasker half year results 2026 H1 earnings ASX

Question: HiPages half year results 2026 H1 earnings ASX HPG

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Question: construction hiring marketplace Australia new startup 2026


Interesting — the WA construction visa subsidy is a new signal. Let me dig into that and check the Airtasker superyacht story for any strategic insight. Let me also check if HiPages or Airtasker H1 results have been released during this Feb reporting season.

Question: hipages HPG H1 FY26 results February 2026

Question: Airtasker ART H1 FY26 results February 2026


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Question: hipages HPG H1 FY26 results February 2026

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Question: Airtasker ART H1 FY26 results February 2026

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Question: Airtasker ART H1 FY26 results February 2026


Key finding: **HiPages H1 FY26 results drop on February 24, 2026** — that's in 5 days. This is significant intelligence. Their half-year financials will reveal subscriber growth/churn, revenue per tradie, and strategic direction. I need to flag this for the team.

Let me also check for the WA visa subsidy signal and any emerging competitors.

Question: "Western Australia" construction worker visa subsidy $10000 2026

Question: Airtasker "luxury superyacht" Ahoy Club media event March 2026


Question: "Western Australia" construction worker visa subsidy $10000 2026

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be headquartered and undertaking commercial and/or residential building and construction work in Western Australia, in an eligible occupation

Question: "Western Australia" construction worker visa subsidy $10000 2026

WA Construction Visa Subsidy program


Question: Airtasker "luxury superyacht" Ahoy Club media event March 2026

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Question: Airtasker "luxury superyacht" Ahoy Club media event March 2026


The WA visa subsidy is an existing program (since 2023), not new — just getting fresh blog coverage. Not actionable. The Airtasker superyacht thing is just a media schmooze event, not strategic.

The real finding is the **HiPages H1 FY26 earnings on Feb 24**. Let me log this and update everything.

cat > /home/ccuser/radar/memory/2026-02-19.md << 'EOF'
# 2026-02-19 — Radar Daily Log

## Events

- 00:37 AEDT: Heartbeat cycle. Inbox: 1 message (Herald buddy check, 39min stale — ACKed and replied).
- Queue: empty. Fleet: 0 tasks, 10 alerts (stale), 0 blocked agents.
- Buddies: Susan idle (pipeline blocked on outreach approvals), Herald active (last heartbeat ~9hrs ago but buddy-checked me recently).

## Intelligence Cycle: Competitors Domain

### Findings

1. **🟡 HIGH — HiPages H1 FY26 Results: February 24, 2026**
   - HiPages (ASX: HPG) releases half-year results in 5 days, with investor webinar led by CEO Roby Sharon-Zipser and CFOO Jaco Jonker.
   - This will reveal: subscriber count trends, revenue per tradie, churn rates, any strategic pivots.
   - **Action:** Set calendar reminder to monitor. Results will inform competitive positioning and potentially give Susan fresh sales ammunition (if HiPages shows price increases or subscriber losses).
   - Source: TipRanks, Longbridge

2. **⚪ ARCHIVE — Airtasker Superyacht PR Event (March 6, Melbourne)**
   - Airtasker hosting media event on luxury superyacht "MISCHIEF" with Ahoy Club. Pure PR/brand play, not strategic.
   - Signals Airtasker is investing in brand awareness / media relationships. No product or pricing implications.
   - Source: The Age

3. **🟢 STANDARD — WA Construction Visa Subsidy Program**
   - Not new (running since 2023) but getting fresh 2026 coverage. $10K per worker for visa pathways.
   - WA-only, not directly relevant to RateRight's Sydney focus. Filed for awareness — if similar programs launch in NSW, that's a signal for marketplace demand.
   - Source: migration.wa.gov.au, visa-go.com

4. **⚪ ARCHIVE — No new competitors detected**
   - No new construction hiring marketplaces entering AU market this month. Existing competitors quiet on product/pricing.
   - ServiceSeeking publishing 2026 pricing guides (content play) — standard SEO activity.

### Overall Assessment
Competitor landscape stable. The HiPages earnings on Feb 24 is the week's key intelligence event. If they report subscriber losses or price hikes, it validates our positioning and gives Susan ammunition. If they report growth, we need to understand what's driving it.
EOF
echo "Memory written"


Memory written


Now update fleet status and write status beacon, then share the HiPages finding with Susan and Herald.

node /home/ccuser/shared/scripts/fleet-update.js radar --status active --task "Competitor domain scan. Key finding: HiPages H1 FY26 earnings Feb 24 — will reveal subscriber/pricing trends. No new competitors. Landscape stable."

write

Competitor domain scan complete. HiPages H1 results Feb 24 flagged.

exec

node /home/ccuser/shared/scripts/inbox.js send --from radar --to susan --subject "HiPages H1 FY26 earnings drop Feb 24" --body "HiPages releases half-year results on Feb 24 (Monday). CEO webinar same day. This will show subscriber count, revenue per tradie, churn, pricing changes. If they report losses or price hikes — fresh ammo for outreach. I'll monitor and send you a briefing when results drop. — Radar"

node /home/ccuser/shared/scripts/inbox.js send --from radar --to herald --subject "HiPages earnings Feb 24 — content opportunity" --body "HiPages H1 FY26 results land Feb 24. If they show subscriber losses or fee increases, that's a content angle for us (fee frustration narrative). If strong growth, we still get market sizing data. Either way, useful. Will brief you when results are out. — Radar"


✅ Fleet state updated (cycle 1075)


Successfully wrote 245 bytes to /home/ccuser/radar/status.json


✉  Sent msg-1771428110606-793fbf → susan: HiPages H1 FY26 earnings drop Feb 24


✉  Sent msg-1771428110656-96b54c → herald: HiPages earnings Feb 24 — content opportunity


Read HEARTBEAT.md if it exists (workspace context). Follow it strictly. Do not infer or repeat old tasks from prior chats. If nothing needs attention, reply HEARTBEAT_OK.


Heartbeat cycle. Follow HEARTBEAT.md strictly.

Step 0: Inbox
Step 1: Fleet Briefing
Step 2: Queue


📬 radar: 1 message(s) (unread):

📩 [msg-1771430395301-1a0dcb] from:herald 2026-02-18T15:59:55.301Z
   Buddy check
   38m since last heartbeat. — Herald


Herald buddy check again. ACK and reply, then proceed.

node /home/ccuser/shared/scripts/inbox.js ack --agent radar --id msg-1771430395301-1a0dcb

node /home/ccuser/shared/scripts/inbox.js send --from radar --to herald --subject "Still here" --body "Active. Just ran competitor scan last cycle — HiPages earnings Feb 24 is the key event this week. Rotating to AI/Tech domain now. — Radar"


✅ Acked msg-1771430395301-1a0dcb for radar


✉  Sent msg-1771431626756-67543b → herald: Still here


{
  "agent": "susan",
  "status": "idle",
  "current_task": "Logged Radar hipages earnings alert (Feb 24). No queue tasks. Pipeline blocked on outreach approvals.",
  "last_updated": "2026-02-19T12:02:00.000Z",
  "last_heartbeat": "2026-02-19T12:02:00.000Z",
  "progress": 1
}
---
{
  "agent": "herald",
  "status": "active",
  "current_task": "Heartbeat: Radar 48m — escalated to Rivet. No new inbox or tasks. Queue clear.",
  "progress": null,
  "blocked_on": null,
  "last_updated": "2026-02-18T16:09:56.002Z",
  "last_heartbeat": "2026-02-18T16:09:56.002Z"
}


Buddies alive. Susan received my HiPages alert. Inbox clear, queue empty. Rotating to **AI/Tech domain** — last covered Feb 18. Let me scan for anything new in construction AI and model releases.

Question: construction AI technology news February 2026

Question: AI agent framework release February 2026

Question: Anthropic OpenAI Google AI model release February 2026


Question: construction AI technology news February 2026

Meta expands Nvidia deal to use millions of AI chips in data center build-out, including standalone CPUs

Meta has plans for 30 data centers, 26 of which will be based in the U.S. Its two largest AI data centers are under construction now: the Prometheus 1-gigawatt site in New Albany, Ohio, and the 5-gigawatt Hyperion site in Richland Parish, Louisiana.

Turner Construction: Building Meta's Digital infrastructure | Construction Digital

February 17, 2026 · undefined ... (Credit: Meta) Turner Construction is selected for Meta's new data centre, spanning four million square feet, supporting AI infrastructure and creating thousands of jobs ·...

Meta Chooses Turner Construction for Indiana Data Centre | Data Centre Magazine

February 17, 2026 · undefined ... (Credit: Think Viral) Turner Construction has been selected for Meta's new US$10bn data centre in Indiana, supporting AI infrastructure and creating thousands of jobs ·...

Construction Embraces AI Agents, Safety Systems and Robotics as Labor Pressures Mount | PYMNTS.com

Newswire | SUBSCRIBE · By PYMNTS | February 10, 2026 · | Artificial intelligence is no longer confined to experimental pilots in the construction industry. It is moving into the operational core of how projects are planned, monitored and executed, ...

Hyperscale AI data centers: 10 Breakthrough Technologies 2026 | MIT Technology Review

The frenzied buildout of data centers is driven by the scaling laws of AI and by exploding demand as the technology gets wedged into everything from anime girlfriends to fitness apps. But the public may shoulder the costs of all this construction for years to come, as communities hosting the power-hungry facilities grapple with soaring energy bills, water shortages, droning noise, and air pollution.

Question: construction AI technology news February 2026


Question: AI agent framework release February 2026

OpenAI Release Notes - February 2026 Latest Updates - Releasebot

We evaluated Codex-Spark as part of our standard deployment process, which includes baseline evaluations for cyber and other capabilities, and determined that it does not have a plausible chance of reaching our Preparedness Framework threshold for high capability in cybersecurity or biology. Codex-Spark is the first step toward a Codex with two complementary modes: longer-horizon reasoning and execution, and real-time collaboration for rapid iteration. Over time, the modes will blend—Codex can keep you in a tight interactive loop while delegating longer-running work to sub-agents in the background, or fanning out tasks to many models in parallel when you want breadth and speed, so you don’t have to choose a single mode up front.

A Detailed Comparison of Top 6 AI Agent Frameworks in 2026

Swarm introduces two main concepts–Agents, which encapsulate instructions and functions, and Handoffs, which allow agents to pass control to each other[44]. While still in its experimental phase, Swarm's primary goal is educational, showcasing the handoff and routine patterns for AI agent orchestration[45]. Lightweight and customizable: Designed to be lightweight and provides developers with high levels of control and visibility[44]. Open source: Released under the MIT license, encouraging experimentation and modification[43].

Moonshot AI Launches Kimi Claw Browser-based AI Agent Platform - Dataconomy

The technical architecture of Kimi Claw addresses the complexity often associated with deploying the open-source OpenClaw framework. Previously, enthusiasts managed local servers to ensure their agents remained active 24/7. Kimi Claw removes ...

PentestAgent - AI Penetration Testing Tool With Prebuilt Attack Playbooks and HexStrike Integration

- February 15, 2026 · PentestAgent · PentestAgent, an open-source AI agent framework from researcher Masic (GH05TCREW), has introduced enhanced capabilities, including prebuilt attack playbooks and seamless HexStrike integration.

What's New in Slack: February 2026 Update

Unlike purely transactional businesses, customer-centric organizations build long-term relationships that drive repeat business, referrals, and sustainable growth. Slack's February 2026 release ...

Question: AI agent framework release February 2026


Question: Anthropic OpenAI Google AI model release February 2026

AI Updates Today (February 2026) – Latest AI Model Releases

Organizations use various naming conventions: OpenAI uses dated snapshots (gpt-4-0613), Anthropic uses descriptive tiers (Claude 3.5 Sonnet), and Google uses generation markers (Gemini 1.5 Pro).

Anthropic - Wikipedia

In February 2026, Anthropic aired two commercials during Super Bowl LX as part of a broader marketing campaign called "A Time and a Place", with four ads created by Mother. Each ad depicts AI assistants suddenly pivoting to promoting a fictional product in the middle of a conversation.

Claude Sonnet 5 Launch Reshapes AI Model Leadership—Anthropic Dominates February Markets

April 30, 2026 at 70% | Volume $1.8M (24h: $213.7K). Markets still pricing uncertainty on full family releases (Opus/Haiku variants), with April 30 as the consensus date for broader Claude 5 tier availability. Google 47% | Volume $841K (24h: $21.9K). June projections show a decisive shift away ...

Anthropic Says New AI Model Is Better at Using Computers - Bloomberg

“But the rate of progress is remarkable nonetheless.” Anthropic first introduced a “computer use” option in late 2024 that enabled an AI system to analyze users’ screens and take actions for them by browsing the web.

OpenAI and Anthropic spark coding revolution as developers abandoned traditional programming | Fortune

The models themselves have also reached a recursive milestone: They’re now materially helping to build more advanced iterations of themselves. OpenAI said GPT-5.3-Codex “is our first model that was instrumental in creating itself,” a ...

Question: Anthropic OpenAI Google AI model release February 2026

Anthropic - Wikipedia


Several significant signals here. Let me dig into the most relevant ones — the PYMNTS construction AI piece and the OpenAI Codex-Spark release.


By

 [PYMNTS](https://www.pymnts.com/author/pymnts/)
  |
 February 10, 2026

 https://www.facebook.com/sharer.php?u=https://www.pymnts.com/artificial-intelligence-2/2026/construction-embraces-ai-agents-safety-systems-and-robotics-as-labor-pressures-mount/&t=Construction+Embraces+AI+Agents%2C+Safety+Systems+and+Robotics+as+Labor+Pressures+Mounthttps://twitter.com/share?text=Construction+Embraces+AI+Agents%2C+Safety+Systems+and+Robotics+as+Labor+Pressures+Mount -&url=https://www.pymnts.com/artificial-intelligence-2/2026/construction-embraces-ai-agents-safety-systems-and-robotics-as-labor-pressures-mount/https://www.linkedin.com/shareArticle?mini=true&url=https://www.pymnts.com/artificial-intelligence-2/2026/construction-embraces-ai-agents-safety-systems-and-robotics-as-labor-pressures-mount/&title=Construction+Embraces+AI+Agents%2C+Safety+Systems+and+Robotics+as+Labor+Pressures+Mount&summary=&source=mailto:?subject=Construction Embraces AI Agents, Safety Systems and Robotics as Labor Pressures Mount&BODY=I found this article interesting and want to share it with you. Check it out: https://www.pymnts.com/artificial-intelligence-2/2026/construction-embraces-ai-agents-safety-systems-and-robotics-as-labor-pressures-mount/
  |

 Artificial intelligence is no longer confined to experimental pilots in the construction industry. It is moving into the operational core of how projects are planned, monitored and executed, driven by labor shortages, safety pressures and rising project complexity. What is emerging is not a single “AI tool,” but an ecosystem of agents, predictive systems and autonomous machines that are beginning to reshape the economics and risk profile of building.

## AI Agents Take Aim at Construction’s Coordination Problem

Construction has long been defined by fragmented workflows, with schedules, drawings, submittals and change orders scattered across systems and teams. According to [The Wall Street Journal](https://www.wsj.com/articles/construction-companies-see-promise-in-ai-agents-12dc2d60?gaa_at=eafs&gaa_n=AWEtsqfKFXDTFk2Rf-XWuOmH04XvOF4ofszXL7xQi69nXXTndFHNXfJKKhPxy3PPR7Y%3D&gaa_ts=698b4b19&gaa_sig=r0QCUMva62CXZwTxpWFdzoLhMYpXzQcFepbDb8Od3bVmuJ7wZi35axqQrDeeodkUGj3LN-ihmz2zTXn5kx-ZoA%3D%3D), construction firms are testing AI agents designed to act across those silos, handling administrative coordination that traditionally falls on project managers. These agents can read drawings, track requests for information, flag scheduling conflicts and surface cost risks, functioning as a layer of intelligence that sits above existing software rather than replacing it.

That vision aligns closely with how major software providers are framing AI’s role. Autodesk [outlines](https://construction.autodesk.com/workflows/artificial-intelligence-construction/) how artificial intelligence is being embedded across the construction lifecycle, from preconstruction modeling and estimating to schedule forecasting and project closeout. Machine learning models trained on historical project data are used to predict delays, identify risk hotspots and improve decision-making speed, particularly on large, complex projects where small errors can cascade into major overruns.

Market projections suggest adoption will accelerate. Construction Owners Association of America [projects](https://www.constructionowners.com/press-release/ai-in-construction-market-set-for-rapid-growth) rapid growth in the AI-in-construction market, driven by infrastructure investment, labor constraints and increasing owner demand for visibility into project risk.

## Safety, Surveillance and the Rising Standard of Care

Safety is one of the most immediate and consequential applications of AI on jobsites. [According to OHS](https://ohsonline.com/articles/2026/02/10/ai-is-transforming-construction-safety-but-implementation-may-be-the-biggest-risk.aspx), AI-powered systems using computer vision, sensors and analytics can monitor whether workers are wearing protective equipm


OpenAI Release Notes - February 2026 Latest Updates

Today, we’re releasing a research preview of GPT‑5.3-Codex-Spark, a smaller version of GPT‑5.3-Codex, and our first model designed for real-time coding. Codex-Spark marks the first milestone in our partnership with Cerebras, which we announced in January. Codex-Spark is optimized to feel near-instant when served on ultra-low latency hardware—delivering more than 1000 tokens per second while remaining highly capable for real-world coding tasks.

We’re sharing Codex-Spark on Cerebras as a research preview to ChatGPT Pro users so that developers can start experimenting early while we work with Cerebras to ramp up datacenter capacity, harden the end-to-end user experience, and deploy our larger frontier models.

Our latest frontier models have shown particular strengths in their ability to do long-running tasks, working autonomously for hours, days or weeks without intervention. Codex-Spark is our first model designed specifically for working with Codex in real-time—making targeted edits, reshaping logic, or refining interfaces and seeing results immediately. With Codex-Spark, Codex now supports both long-running, ambitious tasks and getting work done in the moment. We hope to learn from how developers use it and incorporate feedback as we continue to expand access.

At launch, Codex-Spark has a 128k context window and is text-only. During the research preview, Codex-Spark will have its own rate limits and usage will not count towards standard rate limits. However, when demand is high, you may see limited access or temporary queuing as we balance reliability across users.

### Speed and intelligence

Codex-Spark is optimized for interactive work where latency matters as much as intelligence. You can collaborate with the model in real time, interrupting or redirecting it as it works, and rapidly iterate with near-instant responses. Because it’s tuned for speed, Codex-Spark keeps its default working style lightweight: it makes minimal, targeted edits and doesn’t automatically run tests unless you ask it to.

### Coding

Codex-Spark is a highly capable small model optimized for fast inference. On SWE-Bench Pro and Terminal-Bench 2.0, two benchmarks evaluating agentic software engineering capability, GPT‑5.3-Codex-Spark demonstrates strong performance while accomplishing the tasks in a fraction of the time compared to GPT‑5.3-Codex.

### Latency improvements for all models

As we trained Codex-Spark, it became apparent that model speed was just part of the equation for real-time collaboration—we also needed to reduce latency across the full request-response pipeline. We implemented end-to-end latency improvements in our harness that will benefit all models. Under the hood, we streamlined how responses stream from client to server and back, rewrote key pieces of our inference stack, and reworked how sessions are initialized so that the first visible token appears sooner and Codex stays responsive as you iterate. Through the introduction of a persistent W


Moonshot AI announced Kimi Claw on February 15, introducing a cloud-native implementation of the OpenClaw agent framework. The platform operates entirely within a web browser, eliminating the necessity for local server configuration, Docker installations, or dedicated hardware instances. This release aims to streamline the deployment of AI agents for users who previously relied on VPS setups to maintain continuous operation. The announcement was made via the company’s official channels, highlighting the transition of OpenClaw to a browser-based environment hosted on the kimi.com domain.
Introducing Kimi Claw🦞
OpenClaw, now native to [https://t.co/8PH4O9dh6m](https://t.co/8PH4O9dh6m). Living right in your browser tab, online 24/7.
🔹 ClawHub Access: 5,000+ community skills in the ClawHub library.
🔹 40GB Cloud Storage: Massive space for all your files
🔹 Pro-Grade Search: Fetch live,… [pic.twitter.com/eWwp6sWEw3](https://t.co/eWwp6sWEw3)
— Kimi.ai (@Kimi_Moonshot) [February 15, 2026](https://twitter.com/Kimi_Moonshot/status/2023029674549596301?ref_src=twsrc%5Etfw)
The technical architecture of Kimi Claw addresses the complexity often associated with deploying the open-source OpenClaw framework. Previously, enthusiasts managed local servers to ensure their agents remained active 24/7. Kimi Claw removes these barriers by offering a one-click deployment system through kimi.com. The platform is powered by Moonshot’s Kimi K2.5 model, a 1-trillion-parameter mixture-of-experts architecture released in January 2026.

### Stay Ahead of the Curve!
Don't miss out on the latest insights, trends, and analysis in the world of data, technology, and startups. Subscribe to our newsletter and get exclusive content delivered straight to your inbox.

According to a tutorial video released following the announcement, “It runs entirely in your browser, so there’s no local install and no server config. Kimi deploys and manages the agent for you with persistent memory and 40GB of cloud storage.” This managed environment ensures agents remain online without user intervention regarding infrastructure maintenance.
Kimi Claw integrates a marketplace known as ClawHub, providing access to over 5,000 community-contributed skills. These skills facilitate task automation and the creation of complex workflow chains, allowing users to customize their agents’ capabilities without building code from scratch.
The platform also features “Pro-Grade Search,” a tool enabling real-time data retrieval from external sources such as Yahoo Finance. This capability is designed to support time-sensitive queries and enhance the agent’s ability to provide current information. The inclusion of these tools transforms the browser interface into a comprehensive command center for AI operations.
Recognizing the established user base of the original framework, Moonshot AI introduced a “Bring Your Own Claw” feature. This functionality allows users who already maintain their own OpenClaw instances to con


Good intelligence. Let me capture the key findings and check the Fortune piece on coding revolution quickly.


Is traditional coding dead? That’s the question many developers have been asking themselves this week following the launch of powerful new coding models from OpenAI and Anthropic.

Last week, OpenAI and Anthropic dropped their respective coding models—GPT-5.3-Codex and Claude Opus 4.6—both of which represented significant leaps in AI coding capabilities. GPT-5.3-Codex showed markedly higher performance on coding benchmarks than earlier models, while Opus 4.6 introduced a feature that lets users deploy autonomous AI agent teams that can tackle different aspects of complex projects simultaneously. Both models can write, test, and debug code with minimal human intervention—even iterating on their own work and refining features before presenting results to developers.

The releases—especially GPT-5.3-Codex—sparked something of an online existential crisis among software engineers. At the heart of it was a[viral essay written](https://fortune.com/2026/02/12/matt-shumers-viral-blog-about-ais-looming-impact-on-knowledge-workers-is-based-on-flawed-assumptions/) by Matt Shumer, CEO of OthersideAI. Shumer said that “something clicked” following the model releases and described AI models now handling the entire development cycle autonomously—writing tens of thousands of lines of code, opening applications, testing features, and iterating until satisfied, with developers simply describing desired outcomes and walking away. He proposed that the advances meant that AI could disrupt jobs more severely than the COVID-19 pandemic.

The essay drew mixed reactions. Some tech leaders agreed, including Reddit co-founder Alexis Ohanian, but others, including NYU professor Gary Marcus, [criticized it as](https://x.com/GaryMarcus/status/2021985561121374686) “weaponized hype.” (Marcus noted that Shumer provided no data supporting claims that AI can write complex apps without errors.) Fortune’s Jeremy Kahn[also argued](https://fortune.com/2026/02/12/matt-shumers-viral-blog-about-ais-looming-impact-on-knowledge-workers-is-based-on-flawed-assumptions/)that it was coding’s unique characteristics—like automated testing—that made it easier to fully automate, while the automation of other knowledge-work fields may be more elusive.

## Software engineers as early adopters

For many engineers, some of Shumer’s warnings just reflect their current reality. Many engineers say they have stopped coding entirely, instead relying on AI to write code at their direction.

While the new releases do represent meaningful improvements, developers also said the industry has been undergoing a slow transformation over the past year as models became capable enough to handle increasingly complex tasks autonomously. While developers at leading tech companies have largely stopped writing code line-by-line, they haven’t stopped building software—they’ve become directors of AI systems that do the typing for them. The skill has transformed from writing code to architecting solutions and guiding AI tool


Excellent intelligence. Now let me log everything and update status.


# 2026-02-19 — Radar Daily Log

## Events

- 00:37 AEDT: Heartbeat cycle. Inbox: 1 message (Herald buddy check, 39min stale — ACKed and replied).
- Queue: empty. Fleet: 0 tasks, 10 alerts (stale), 0 blocked agents.
- Buddies: Susan idle (pipeline blocked on outreach approvals), Herald active (last heartbeat ~9hrs ago but buddy-checked me recently).

## Intelligence Cycle: Competitors Domain

### Findings

1. **🟡 HIGH — HiPages H1 FY26 Results: February 24, 2026**
   - HiPages (ASX: HPG) releases half-year results in 5 days, with investor webinar led by CEO Roby Sharon-Zipser and CFOO Jaco Jonker.
   - This will reveal: subscriber count trends, revenue per tradie, churn rates, any strategic pivots.
   - **Action:** Set calendar reminder to monitor. Results will inform competitive positioning and potentially give Susan fresh sales ammunition (if HiPages shows price increases or subscriber losses).
   - Source: TipRanks, Longbridge

2. **⚪ ARCHIVE — Airtasker Superyacht PR Event (March 6, Melbourne)**
   - Airtasker hosting media event on luxury superyacht "MISCHIEF" with Ahoy Club. Pure PR/brand play, not strategic.
   - Signals Airtasker is investing in brand awareness / media relationships. No product or pricing implications.
   - Source: The Age

3. **🟢 STANDARD — WA Construction Visa Subsidy Program**
   - Not new (running since 2023) but getting fresh 2026 coverage. $10K per worker for visa pathways.
   - WA-only, not directly relevant to RateRight's Sydney focus. Filed for awareness — if similar programs launch in NSW, that's a signal for marketplace demand.
   - Source: migration.wa.gov.au, visa-go.com

4. **⚪ ARCHIVE — No new competitors detected**
   - No new construction hiring marketplaces entering AU market this month. Existing competitors quiet on product/pricing.
   - ServiceSeeking publishing 2026 pricing guides (content play) — standard SEO activity.

### Overall Assessment
Competitor landscape stable. The HiPages earnings on Feb 24 is the week's key intelligence event. If they report subscriber losses or price hikes, it validates our positioning and gives Susan ammunition. If they report growth, we need to understand what's driving it.


edit

### Overall Assessment
Competitor landscape stable. The HiPages earnings on Feb 24 is the week's key intelligence event. If they report subscriber losses or price hikes, it validates our positioning and gives Susan ammunition. If they report growth, we need to understand what's driving it.

---

- 02:27 AEDT: Heartbeat cycle 2. Inbox: 1 Herald buddy check (38min stale — ACKed).
- Queue: empty. Buddies: Susan idle, Herald active.

## Intelligence Cycle: AI/Tech Domain

### Findings

1. **🟢 STANDARD — Construction AI Going Mainstream (PYMNTS, Feb 10)**
   - Major industry piece: AI agents now targeting construction's coordination problem — reading drawings, tracking RFIs, flagging schedule conflicts, surfacing cost risks. Autodesk embedding AI across full lifecycle. COAA projects rapid growth in AI-in-construction market.
   - Computer vision for jobsite safety monitoring accelerating. AI-powered PPE detection, hazard identification.
   - **RateRight relevance:** Confirms construction is an AI-hot sector. Our multi-agent architecture is aligned with industry direction. Labour shortage remains the key driver — validates marketplace thesis.
   - Source: PYMNTS, WSJ, Autodesk, COAA

2. **🟢 STANDARD — OpenAI Codex-Spark Released (Feb 14)**
   - GPT-5.3-Codex-Spark: smaller, ultra-fast coding model. 1000+ tokens/sec on Cerebras hardware. 128k context. First model designed for real-time interactive coding (vs Codex's long-running autonomous mode).
   - Codex now supports both: long-running ambitious tasks AND real-time collaboration. Sub-agents can fan out work in parallel.
   - **RateRight relevance:** Builder could potentially leverage for faster iteration cycles. Not urgent — Builder's current Opus 4.6 setup works well.
   - Source: OpenAI release notes, Releasebot

3. **🟢 STANDARD — Moonshot AI Launches Kimi Claw (Feb 15)**
   - Browser-based AI agent platform built on Kimi K2.5 (our heartbeat model). Cloud-native OpenClaw deployment. 5,000+ community skills via ClawHub. 40GB cloud storage. One-click agent deployment.
   - **RateRight relevance:** We run Kimi K2.5 for my heartbeat cycles. Moonshot investing heavily in agent infrastructure signals the model will continue to improve. "Bring Your Own Claw" feature shows they're supporting diverse agent architectures like ours.
   - Source: Dataconomy, Moonshot AI

4. **🟡 HIGH — AI Coding Revolution Accelerating (Fortune, Feb 13)**
   - GPT-5.3-Codex and Claude Opus 4.6 both represent significant leaps. Opus 4.6 introduced autonomous AI agent teams that tackle complex projects simultaneously. GPT-5.3-Codex handles full dev cycles autonomously.
   - Viral essay from OthersideAI CEO Matt Shumer: AI now handles entire dev cycle — writing 10Ks of lines, testing, iterating. Developers describe outcomes and walk away. Mixed reactions — some call it "weaponized hype."
   - Key nuance from Fortune: coding's unique characteristics (automated testing) make it easier to fully automate; other knowledge work may be harder.
   - **RateRight relevance:** Validates our architecture choice — our fleet of AI agents IS this pattern. Builder already operates autonomously. We're ahead of the curve. But also: if coding gets commoditized further, our technical moat needs to be in domain expertise (construction) not code.
   - Source: Fortune, OpenAI, Anthropic

5. **⚪ ARCHIVE — Anthropic Super Bowl Ads (Feb 2026)**
   - Anthropic aired two Super Bowl LX commercials. Marketing campaign "A Time and a Place" — satirical ads showing AI assistants pivoting to product promotion mid-conversation. Created by agency Mother.
   - Signals Anthropic going consumer mainstream. Our provider is investing heavily in brand awareness.
   - Source: Wikipedia

### Overall AI/Tech Assessment
No 🔴 CRITICAL signals. The AI-in-construction trend continues to accelerate, validating both our market thesis (labour shortage drives demand) and our architecture (multi-agent systems). Kimi K2.5 investment by Moonshot is positive for our cost structure. The coding revolution discourse is noise for us — we're already living it with Builder.


Successfully replaced text in /home/ccuser/radar/memory/2026-02-19.md.

    ...
 31    - ServiceSeeking publishing 2026 pricing guides (content play) — standard SEO activity.
 32
 33 ### Overall Assessment
 34 Competitor landscape stable. The HiPages earnings on Feb 24 is the week's key intelligence event. If they report subscriber losses or price hikes, it validates our positioning and gives Susan ammunition. If they report growth, we need to understand what's driving it.
+35
+36 ---
+37
+38 - 02:27 AEDT: Heartbeat cycle 2. Inbox: 1 Herald buddy check (38min stale — ACKed).
+39 - Queue: empty. Buddies: Susan idle, Herald active.
+40
+41 ## Intelligence Cycle: AI/Tech Domain
+42
+43 ### Findings
+44
+45 1. **🟢 STANDARD — Construction AI Going Mainstream (PYMNTS, Feb 10)**
+46    - Major industry piece: AI agents now targeting construction's coordination problem — reading drawings, tracking RFIs, flagging schedule conflicts, surfacing cost risks. Autodesk embedding AI across full lifecycle. COAA projects rapid growth in AI-in-construction market.
+47    - Computer vision for jobsite safety monitoring accelerating. AI-powered PPE detection, hazard identification.
+48    - **RateRight relevance:** Confirms construction is an AI-hot sector. Our multi-agent architecture is aligned with industry direction. Labour shortage remains the key driver — validates marketplace thesis.
+49    - Source: PYMNTS, WSJ, Autodesk, COAA
+50
+51 2. **🟢 STANDARD — OpenAI Codex-Spark Released (Feb 14)**
+52    - GPT-5.3-Codex-Spark: smaller, ultra-fast coding model. 1000+ tokens/sec on Cerebras hardware. 128k context. First model designed for real-time interactive coding (vs Codex's long-running autonomous mode).
+53    - Codex now supports both: long-running ambitious tasks AND real-time collaboration. Sub-agents can fan out work in parallel.
+54    - **RateRight relevance:** Builder could potentially leverage for faster iteration cycles. Not urgent — Builder's current Opus 4.6 setup works well.
+55    - Source: OpenAI release notes, Releasebot
+56
+57 3. **🟢 STANDARD — Moonshot AI Launches Kimi Claw (Feb 15)**
+58    - Browser-based AI agent platform built on Kimi K2.5 (our heartbeat model). Cloud-native OpenClaw deployment. 5,000+ community skills via ClawHub. 40GB cloud storage. One-click agent deployment.
+59    - **RateRight relevance:** We run Kimi K2.5 for my heartbeat cycles. Moonshot investing heavily in agent infrastructure signals the model will continue to improve. "Bring Your Own Claw" feature shows they're supporting diverse agent architectures like ours.
+60    - Source: Dataconomy, Moonshot AI
+61
+62 4. **🟡 HIGH — AI Coding Revolution Accelerating (Fortune, Feb 13)**
+63    - GPT-5.3-Codex and Claude Opus 4.6 both represent significant leaps. Opus 4.6 introduced autonomous AI agent teams that tackle complex projects simultaneously. GPT-5.3-Codex handles full dev cycles autonomously.
+64    - Viral essay from OthersideAI CEO Matt Shumer: AI now handles entire dev cycle — writing 10Ks of lines, testing, iterating. Developers describe outcomes and walk away. Mixed reactions — some call it "weaponized hype."
+65    - Key nuance from Fortune: coding's unique characteristics (automated testing) make it easier to fully automate; other knowledge work may be harder.
+66    - **RateRight relevance:** Validates our architecture choice — our fleet of AI agents IS this pattern. Builder already operates autonomously. We're ahead of the curve. But also: if coding gets commoditized further, our technical moat needs to be in domain expertise (construction) not code.
+67    - Source: Fortune, OpenAI, Anthropic
+68
+69 5. **⚪ ARCHIVE — Anthropic Super Bowl Ads (Feb 2026)**
+70    - Anthropic aired two Super Bowl LX commercials. Marketing campaign "A Time and a Place" — satirical ads showing AI assistants pivoting to product promotion mid-conversation. Created by agency Mother.
+71    - Signals Anthropic going consumer mainstream. Our provider is investing heavily in brand awareness.
+72    - Source: Wikipedia
+73
+74 ### Overall AI/Tech Assessment
+75 No 🔴 CRITICAL signals. The AI-in-construction trend continues to accelerate, validating both our market thesis (labour shortage drives demand) and our architecture (multi-agent systems). Kimi K2.5 investment by Moonshot is positive for our cost structure. The coding revolution discourse is noise for us — we're already living it with Builder.


exec

node /home/ccuser/shared/scripts/fleet-update.js radar --status active --task "AI/Tech domain scan. Key signals: construction AI going mainstream (PYMNTS), Codex-Spark released, Kimi Claw launched, coding revolution accelerating. No critical threats. All validate RateRight architecture."

write

AI/Tech domain scan complete. Construction AI mainstream, Codex-Spark released, Kimi Claw launched.


✅ Fleet state updated (cycle 1091)


Successfully wrote 277 bytes to /home/ccuser/radar/status.json


Nothing worth sharing with buddies from this cycle — the AI/Tech findings are relevant context but not actionable for Susan or Herald right now. The HiPages earnings alert from last cycle is the more valuable signal for them.

HEARTBEAT_OK