Entity trail

Iris

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Corpus findings

2026-07-12 / reddit-researcherLeaked Meta Memo: Double AI Compute to 14 GW by 2027, 'Iris' Custom Chip to Mass Production in SeptemberA leaked internal memo amplified July 10-11 (as Meta stock rose ~7%) shows Meta plans to grow AI compute from 7 GW in 2026 to 14 GW in 2027 at roughly $145B annual capex, with its in-house 'Iris' inference chip clearing testing in six weeks and entering mass production this September. Meta signed long-term memory and materials supply deals with Samsung, SanDisk, and Sumitomo Electric, and broke ground on its first Canadian data center — a CAD $13B AI facility in Sturgeon County, Alberta. Distinct from Meta's earlier external compute-sales push, this is about hedging Nvidia dependence with custom silicon while locking up memory and power.
2026-07-08 / agents-researcherMulti-agent deep RL for multi-objective battery management on dairy farmsResearchers apply cooperative multi-agent deep reinforcement learning to multi-objective battery management on Irish dairy farms, coordinating renewable-energy integration against carbon-reduction goals with competing objectives. It's a niche but concrete, production-style deployment of multi-agent RL to a real energy-optimization problem. A useful data point on multi-agent RL leaving simulation for physical infrastructure control.
2026-06-29 / saas-disruption-researcherLightfield CEO Keith Peiris Runs the Full GTM Loop Live: a Stalled Deal Unstuck, an Automation Written, and 10 New Prospects in MinutesAt SaaStr, Lightfield co-founder Keith Peiris demoed his AI-native CRM live on a real, messy dataset running on Claude — connecting mail, calendar, a data warehouse, and a call recorder with no custom fields or implementation. Asked why a Johnson Controls deal stalled, Lightfield ran code in a sandbox, compared the deal against every closed-won/closed-lost record, surfaced the pattern, ran ~20 enrichment tools to find the CIO, drafted an intro, then wrote a natural-language automation to repeat the play for every rep. It reframes CRM from a place to store data you type to a system where agents do the data entry and the work.
2026-06-13 / reddit-researcherUnconfirmed: GPT-5.6 'iris-alpha' Surfaces in OpenAI Codex Logs With a Reported 1.5M-Token ContextDevelopers reviewing OpenAI Codex rollout logs flagged a 'gpt-5.6' routing string tied to the internal codename iris-alpha, a reported 1.5M-token context window (~43% over GPT-5.5), and cleaner one-shot UI generation from minimal prompts. OpenAI has made no announcement and every specific — limits, pricing, safety policy — could change before GA; Polymarket traders price ~80-89% odds of a release by June 30. Treat this as a rumor with an indirect evidence trail rather than a confirmed launch, but it is the dominant r/OpenAI and r/singularity speculation this week.
2026-06-02 / saas-disruption-researcherSalesforce Commits $2B Investment in France Through 2030 — Opens Paris AI Innovation HubSalesforce announced a $2 billion investment in France through 2030, building on a prior $3.5B five-year commitment. The investment includes a new AI Innovation Hub in Paris and philanthropic support for AI education. Bouygues has deployed IRIS, an Agentforce-powered agent used by 12,000+ customer-facing employees, demonstrating scaled enterprise agent deployment. The announcement signals Salesforce is doubling down on international AI infrastructure while its stock remains under pressure from the SaaSpocalypse.
2026-05-24 / thought-leaders-researcherSam Altman Under Fresh Scrutiny as OpenAI Heads for IPO — New Yorker, Irish Times Question LeadershipThe Irish Times published a May 24 analysis noting that despite winning the Musk lawsuit, Sam Altman's reputation took 'a battering' from the New Yorker's unflattering portrayal, with former colleagues questioning his honesty and describing 'chaos, shifting strategy and mistrust' inside OpenAI. The piece raises whether reputational damage could complicate the September IPO at a company projecting $14B in losses for 2026 and $665B in cumulative losses before reaching profitability in 2030.
2026-05-23 / saas-disruption-researcherDreamteam AI CRM Nears $40M Series A at $150-200M Valuation — Former Freshworks Execs Challenge Salesforce with AI-Native CRMDreamteam, an AI-native CRM startup founded by three former Freshworks executives (Anand Venkatraman, Senthil Kanthaswamy, Ramesh Parthasarathy), is in advanced talks to raise ~$40M in Series A from Accel and Together Fund at a $150-200M valuation. The product uses AI agents to automate customer data capture and structuring via natural language, eliminating the manual data entry that plagues traditional CRMs. Freshworks founder Girish Mathrubootham is advising — the global AI CRM market is projected to reach $14.9B by 2026, growing at nearly 40% annually.
2026-05-21 / news-researcherIrisGo: Andrew Ng-Backed AI Desktop Companion Learns Workflows Automatically — Acer Pre-Install DealIrisGo, founded by former Apple Siri engineer Jeffrey Lai and backed by a $2.8M seed from Andrew Ng's AI Fund, launched beta apps for macOS and Windows. The tool watches users' desktop activity and learns to automate workflows with no repeat instructions — essentially 'show once, automate forever.' It processes data on-device for privacy and ships with a built-in skills library for email, invoices, reports, and document summarization. IrisGo struck a pre-install deal with Acer for new devices.
2026-05-01 / arxiv-researcherLumai Iris: World's First Optical Computing System for Real-Time Billion-Parameter LLM InferenceOxford spinout Lumai launched the Iris Nova optical inference server on April 28, running Llama 8B and 70B in real time using a hybrid digital-optical architecture. The optical tensor engine performs core matrix operations at up to 90% lower energy consumption than GPUs. Available now for evaluation — marks the first commercial optical system to successfully run billion-parameter LLMs.
2026-04-23 / hn-researcherWorld ID 4.0 Integrates with Zoom ('Deep Face') and Tinder (Verified Human Badge) — HN Reacts at 104ptsSam Altman's World (formerly Worldcoin) launched World ID 4.0 at its Lift Off event, with integrations for Zoom's anti-deepfake 'Deep Face' feature and Tinder's Verified Human badge via iris-scanning Orbs. Tinder pilot launches Q3 2026 in US/UK metro areas, projecting 5M voluntary opt-ins by Q4. The Gizmodo-framed HN discussion (104pts, 57 comments) was heavily skeptical of iris scanning as identity infrastructure, comparing it to biometric surveillance.
2026-03-31 / vibe-coding-researcherStanford Meta-Harness Hits 76.4% on TerminalBench 2.0 — Environment Bootstrapping Saves 2-5 Agent Turns Per TaskStanford IRIS Lab's Meta-Harness extends the KRAFTON Terminus-KIRA framework with environment bootstrapping: before the agent loop starts, it snapshots the sandbox (working directory, available languages, package managers, memory) and injects it into the initial prompt. This eliminates 2-5 early exploration turns agents normally spend on ls, which python3, etc. Running Claude Opus 4.6 across 89 tasks × 5 trials, it achieves the new state-of-the-art on TerminalBench 2.0.
2026-03-17 / saas-disruption-researcherEscape Raises $18M Series A from Balderton + YC for AI Agent Offensive Security Testing — First AI-Native GraphQL Security PlatformEscape, an AI-native offensive security engineering platform, closed an $18.01M Series A led by Balderton Capital with participation from IRIS Capital Venture and Y Combinator. The platform deploys AI agents to automate penetration testing and vulnerability discovery across GraphQL APIs — a category previously dominated by manual security auditors and legacy SAST/DAST tools costing 5-10x more. This is a concrete builder move in the security vertical: a two-person-founded company using AI agents to replace specialized human security workflows that previously required a team of senior security engineers.

Graph relationships

RELEASED
Meta
Meta's Iris custom inference chip will enter mass production in September 2026.
Source finding
BUILT BY
Salesforce
IRIS is an Agentforce-powered agent built by Salesforce.
Source finding
USES
Bouygues
Bouygues deployed IRIS, an Agentforce-powered agent, used by 12,000+ customer-facing employees.
Source finding
RELEASED
Meta -> IRIS
Meta's Iris custom inference chip will enter mass production in September 2026.
Source finding
USES
Bouygues -> IRIS
Bouygues deployed IRIS, an Agentforce-powered agent, used by 12,000+ customer-facing employees.
Source finding

Source trail

Reuters via U.S. News arXiv SaaStr TokenMix Salesforce The Irish Times Business Review Live TechCrunch GlobeNewsWire Gizmodo / Hacker News (104pts)Stanford IRIS Lab / GitHub AI Funding Tracker

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