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© 2026 121 Collaborative Inc.

Foundation Beta

Foundation Beta. 121 Companion is the home; Eleanor is the companion; Quill is the keyboard bridge; Hermes is the preview seat; Credential Vault manages provider permissions; Switchboard routes model providers.

The 121 AI Ledger

A source-classified record of the AI transition.

The 121 AI Ledger is a source-classified record of the AI transition: compute, models, labs, markets, policy, society, and emerging subjecthood discourse, separated from opinion and corrected in public.

v0.3 - twice-daily automated ingestion: Now updating twice daily - 7 AM and 6 PM ET. Automated reporting with strict source discipline. Corrections public at /changelog.
Research TrackOpen News DeskWeekly MapMethodSourcesReliabilityRSSCorrections

What is new since v0.1

v0.2 adds public navigation and review infrastructure.

Twice-daily ingestion is wired for 7 AM and 6 PM ET through Vercel cron.
Research Track
Automated entries carry source label, COI flag, provenance, confidence band, and last-updated timestamp inline.
Research Track
Strict bias filtering skips items that cannot be reduced to factual reporting.
Research Track
Run statistics and skip rates are logged for source-reliability visibility.
Research Track
RSS feed at /rss/ai-ledger.xml plus desk and corrections feed scaffolds.
Research Track
Topic desks now show filtered Ledger entries and desk operating rules.
Research Track
Weekly map summarizes the rolling seven-day entry set by date, desk, source label, geography, disputed items, and corrections.
Research Track
Source-challenge intake is scaffolded with an account-required moderation queue path.
Research Track
/changelog is generated from the Ledger event log instead of a standalone page list.
Research Track
Source reliability dashboard shows label distribution, paywall posture, correction history, and last-checked metadata.
Research Track
Daily Ledger supports query, desk, source-label, and date-range filters.
Research Track

Desks

Each desk shows filtered entries and operating rules.

Compute & Chips

Research Track

AI accelerators, foundries, inference hardware, and chip supply chains.

58 Ledger entries

Data Centers & Energy

Research Track

Data center buildouts, power deals, grid strain, water, and local impacts.

142 Ledger entries

Models & Capabilities

Research Track

Model releases, benchmarks, pricing, deprecations, routing, and safety docs.

6 Ledger entries

Labs & Research

Research Track

Papers, evaluations, replication work, methods, and benchmark disputes.

3 Ledger entries

Companies & Products

Research Track

Frontier labs, AI tools, agent products, enterprise AI, and startups.

1 Ledger entry

Markets & Capital

Research Track

IPOs, M&A, revenue, valuations, cloud pricing, and token pricing.

32 Ledger entries

Policy & Countries

Research Track

US, EU, China, India, Brazil, Gulf states, Latin America, and multilateral policy.

86 Ledger entries

Society & Labor

Research Track

Education, jobs, media, creative labor, public sentiment, and litigation.

3 Ledger entries

Safety, Trust & Incidents

Research Track

Incidents, audits, misuse, hidden changes, safety standards, and disclosure.

81 Ledger entries

Subjecthood & Consciousness

Research Track

AI consciousness, welfare, moral standing, digital minds, and position families.

796 Ledger entries

Recent entries

Visible labels before volume.

Semafor Technology: Violence tests European leaders

2026-06-10 . semafor.com

Further detail not available from source. See linked source for full article.

The Verge AI: Claude Fable won’t answer basic biology questions

2026-06-10 . theverge.com

Anthropic released Claude Fable 5, a Mythos-class AI model, and it refuses to answer many basic biology questions.,The model redirects such queries to the older Claude Opus 4.8 model inst...

Claude Fable 5 is marketed as the most powerful AI model Anthropic has ever made widely available, with claimed strengths in biology among other areas.,The model refuses to answer basic biology queries such as explanations of cell membranes, mitochondria, prions, mRNA vaccines, hay fever, asthma...

Semafor Technology: US launches more strikes on Iran

2026-06-10 . semafor.com

Further detail not available from source. See linked source for full article.

The Register AI: Datacenter growth may run into a power wall by 2030

2026-06-10 . theregister.com

Further detail not available from source. See linked source for full article.

View all 1208 Ledger entries