🚀 The agents are scanning the AI industry, liveEvery day, agents quietly check every major AI platform, OpenAI, Anthropic, xAI, Google, NVIDIA, for the newest breakthroughs, then hand back plain-English recommendations to keep this system ahead. Here is the latest, give it a listen.
📅 Mon, Jul 13
Good morning Chris. Your AI industry scan for Monday, July 13.
The agents ran across everything that applies. Here's what actually moved, newest first:
On July 13, the edge inference engine shipped a new release: The reasoning start tag inferred from prior turns can carry trailing. It matters because it powers our private local models.
On July 11, the local inference engine shipped a new release: a round of performance and capability improvements. It matters because it runs our on-box models.
On July 11, the …
📅 Sun, Jul 12
Good morning Chris. Your AI industry scan for Sunday, July 12.
The agents ran across everything that applies. Here's what actually moved, newest first:
On July 12, the edge inference engine shipped a new release: Fix silent prompt truncation on embedded NUL. It matters because it powers our private local models.
On July 11, the local inference engine shipped a new release: a round of performance and capability improvements. It matters because it runs our on-box models.
On July 11, the high-throughput serving …
📅 Sat, Jul 11
Good morning Chris. Your AI industry scan for Saturday, July 11.
The agents ran across everything that applies. Here's what actually moved, newest first:
On July 11, the local inference engine shipped a new release: a round of performance and capability improvements. It matters because it runs our on-box models.
On July 11, the high-throughput serving layer shipped a new release: VLLM Release Notes. It matters because it serves models fast at scale.
On July 11, the open-model toolkit shipped a new release: Be…
ACTIVE PROJECTS
★ FEATURED PROJECT
rlookup.io: Restaurant Recon
Chris · 2026-04-01
ACTIVE
rlookup.io: Restaurant Recon is currently active, 5 of 5 milestones done. Some of these link straight to the working tool, give it a click.
PIN-gated restaurant intelligence tool for ChowNow sales workflow. Pulls Google Places data, existing OLO/online ordering setup, POS system, contact info, and ChowNow compatibility signal. Used pre-call to brief AEs. Live at rlookup.io (mirror: chriscaterine.com/lookup).
Loop Builder: Outcome Loops is currently active, 3 of 3 milestones done. Each project pulls in whichever AI model is best for the job.
The self-improvement engine behind this site: hand it an OUTCOME (not a task) and it loops, attempt, a critic judges the result against the goal, gaps get closed, repeat until it passes a quality bar. Passing runs are saved as trained loops that inform future runs. Public demo at /loops shows the logic read-only; runs are owner-approved and visitors can request one.
Territory Planning (beta) is currently active, 7 of 8 milestones done. Real systems, real data, nothing here is a mockup.
Mobile field-planning tool for door-knock sales territories, works for ANY city or territory. (Tampa is the live example: ChowNow restaurant prospects.) Reps pick a neighborhood/zone, a drop-in time window, and a batch size, then tap Start plan for an optimized route shown as a split map + live account list. Each stop surfaces real opening hours and the best window to catch a decision-maker, how they currently buy (e.g. direct vs third-party), multi-location chains, and full recon + outreach copy. Reps log Visited/Follow-Up/Skip, add notes, time each visit, re-map from their live location or from any stop, and every account keeps a full visit history. Briefs and CSV summaries export to CRM. Drop in a new city's enriched account list and the same planner runs that territory.
✓Hours-aware drop-in windows + open-now highlighting
✓Direct vs third-party delivery intel
✓Split map + side list, start-from-any-stop, visit history
✓Brief / CSV export (HubSpot-ready)
✓Multi-rep PIN access (4 reps)
○Live HubSpot push API
BLOCKERS
None
Runtime Python 3 · Google Maps APIAI Results ZIP code list · radius targetingOutput Territory JSON · map overlayAgent Coordinator supervises
★ FEATUREDBETA · V1
Hudson's Pizza: Voice Agent
Chris · 2026-05-01
ACTIVE
Hudson's Pizza: Voice Agent is currently active, 4 of 6 milestones done. Real systems, real data, nothing here is a mockup.
xAI Grok realtime voice ordering system. Twilio routes inbound calls to Tony (AI host). Full order flow: opening → item → modifiers → name → pickup time → tip → confirm → SMS confirmation. Call +1 (844) 974-1968 to test.
Runtime Python 3.12 · FastAPI · uvicorn · asyncioAI Models xAI grok-voice-latest realtime · OpenAI gpt-realtime fallbackVoice AI xAI realtime speech API · WebSocketTelephony Twilio Media Streams · TwiML · mulaw/pcmu 8kHzAudio Format audio/pcmu nested (NOT flat g711_ulaw, xAI ignores that)Fallback OpenAI gpt-realtime · voice=sal/leo · /voice/twilio/start/stableManager grok_v2_manager_reply() · run_in_executor (non-blocking)State Per-call JSON state machine · load/save_call_state()SMS Twilio SMS via send_order_text() · fires on stage=donePort TraefikHeaders HSTS · CSP · X-Frame-Options DENY · X-Content-Type-Options nosniffMonitoring site-monitor.timer auto-restart every 3min if down · Telegram alerts on outageOrder Flow opening → item → modifiers → name → pickup time → tip → confirm → SMS🔒 Security Twilio signature validation · per-call state isolation · TLS via Let's Encrypt📡 Monitor chriscaterine.com/voice
◆ CONCEPT · not yet built
Deal Pipeline: Command Center (Visualization Test)
Chris · 2026-05-27
CONCEPT
Deal Pipeline: Command Center (Visualization Test) is currently concept, 3 of 4 milestones done. Built by the agentic system itself, no templates or page builders.
Live deal pipeline at /command/, the command center for every active deal. Spring-physics canvas with 3D depth, stage filters (Discovery, Demo, Propose, Agreement), last-touch filtering, and an inline edit panel.
Runtime Python 3 · Flask, V2 dashboardFrontend HTML5 Canvas · spring physics · 3D depth · ambient floatFilters Stage (Discovery/Demo/Propose/Agreement) · last-touch (business days)Data projects.json · deal state (JSON) · live clock🔒 Auth PIN gate · cookie session
Lead Generation Marketing Group: Lead Gen Platform
Chris + User · 2026-05-25
ACTIVE
Lead Generation Marketing Group: Lead Gen Platform is currently active, 0 of 11 milestones done. The milestone bar fills as each real piece ships into production.
AI-powered, agent-agnostic lead generation platform for independent insurance agencies. Auto, home, life, health. Public records pipeline + paid media + content engine. All leads exclusive, owned, not rented. Built to replicate across locations. Operating entity: Lead Generation Marketing Group.
AI Models Claude Opus 4.8 · Grok 4.5 · GPT-5.6 Sol · Gemini 3.1 ProAgents MARKETING · LEAD GENERATION MKT · OUTREACH · COORDINATORMarket FL · Hispanic · Auto / Home / Life / HealthPipeline Multi-product lead gen · compliance-ready (TCPA/GDPR)Output Telegram alerts · email reporting · KIKI analytics
Lead Enrichment Pipeline
Chris · 2026-04-08
ACTIVE
Lead Enrichment Pipeline is currently active, in early build. Some of these link straight to the working tool, give it a click.
Three-stage pipeline that takes raw restaurant account lists and returns one prioritized, enriched call sheet. Google Places API verifies identity + pulls phone. Playwright scraper detects ordering platform (ChowNow, Toast, Olo, Menufy). ICP scoring flags non-target segments and clears any with live online ordering. Output: 21-column XLSX sorted by fit.
LEGAL
SECURITY
MKTG
R&D
ADVISORY
PMO
MILESTONES 0/0
✓ No blockers
DEPARTMENT STATUS
LEGAL,
No open items
SECURITY,
No open items
MKTG,
No open items
R&DACTIVE
Expand POS detection coverage
Improve closure flagging accuracy
ADVISORY,
No open items
PMO,
No open items
MILESTONES
No milestones defined
BLOCKERS
None
Runtime Python 3 · GPT-5.6 Sol · Grok 4.5 enrichmentAI Models Claude Opus 4.8 · GPT-5.6 Sol · Grok 4.5AI Results CSV leads · ChowNow scraper outputOutput Enriched XLSX · Telegram delivery🔒 Auth API keys via auth-profiles.json
Custom CRM Portal
Chris · 2026-03-01
ACTIVE
Custom CRM Portal is currently active, in early build. The milestone bar fills as each real piece ships into production.
PIN-gated portal that consolidates pre-call lookup output, ROI discovery artifacts, follow-up status, voice-logged call notes, territory routing, and audit-style review. Python HTTP server, no external CRM required. Voice dictation, PDF/XLSX generation, background job queue. Lives at chriscaterine.com/chownow.