Reference library

📘MD Agents & Contributor Guide Required-reading operating guide: the per-lane one-PR monoworkstream rules, git workflow, route map, and how the convergence agent fleet is coordinated. GuidesLivingUngroundedJun 2026 🔌MD unisona.ai — AI Provider Chain Documentation Provider inventory, keys, PCSF-backed routing and decode/serving params; provider status table stale (marks Anthropic/OpenAI/xAI active when only Gemini is funded). Setup & integrationsReferencePartialJun 2026 📘MD unisona.ai Skills & Capabilities Reference for live skills, agent personas, and provider chain; persona table and provider-status column are stale. GuidesReferencePartialJun 2026 📘MD Security Policy Required-reading security policy: secret handling, local-first verification, fixed vulnerabilities, and agent-safety rules with honest enforced/policy status flags. GuidesLivingGroundedJun 2026 🏛️MD unisona.ai — Architecture (Current State) Canonical current-state architecture snapshot with file:line evidence and an honest known-divergences section. ArchitectureLivingGroundedJun 2026 🏛️MD Architecture Decision Records (ADRs) Index and authoring rules for the append-only ADR log; approval gate and status values. Each ADR listed exactly once (0008 collision reconciled 2026-07-01). ADR · IndexLivingGroundedJul 2026 🧪MD Living Research Canon — Convergence 12 Curated per-component reference trail for the Convergence 12; uses dead 'unisona.ai' branding and some 'beat-zstd' framing is aspirational. ResearchReferencePartialJun 2026 🧪MD BENCHMARKS — External Marks Registry Living registry of external benchmarks unisona.ai runs: HumanEval/MBPP Run, SWE-bench/LongMemEval Partial, ARC-AGI/HLE/OSWorld Planned, with evidence ledgers. ResearchLivingGroundedJun 2026 🏛️MD The Convergence Loop — North Star briefing The immutable design contract every part of unisona.ai is built against: one loop (Observe, Remember, Reason, Act, Verify, Converge) and four core objects. Explains why the product refuses architectural sprawl. ArchitectureReferenceUngroundedJun 2026 📘MD How unisona.ai Remembers — The CSF Memory & Retrieval System Remember-stage guide: append-only JSONL + CSF memory, tiers, IDF-weighted retrieval, with a LongMemEval recall@5 benchmark table. GuidesLivingGroundedJun 2026 🧠MD Σ₀ Ouro Coder — the local coding agent Single source of truth for the local Ouro-1.4B + Σ₀ QLoRA coder: adaptive Q-exit depth, serving, honest scope, training status. Models & trainingLivingGroundedJun 2026 📈MD Σ₀ EV Gate — the trader's Converge stage The live expected-value gate that decides ENTER/SKIP on trades; Grok/Claude are graded council members, not gates. Backed by convergence_ev.py + tests. TradingLivingGroundedJun 2026 📋MD Unisona 1.8 — the personal reasoning cockpit goes public Release note for unisona.ai 1.8: per-loop-stage cockpits (Explore, memory decay, cockpits, autowork steering, verify surfaces) consolidating the 1.7.1xx line. ReportsLivingPartialJun 2026 📘MD unisona.ai Chat — Product Definition & Operating Contract Product contract for the member-facing operator console: grounded, tool-wired, fast chat; includes the fast/deep Ouro serving decision and measured 3070 latency baseline. Some 'unisona.ai' phrasing. GuidesLivingPartialJun 2026 🏛️MD Convergence IO — the Typed Primitive Stack Index of the P1-P10 governance primitives (DCF, NAP, AAPF, PCSF, CCF, CEG, dilation); how they compose and an honest note that not every primitive is on the live JS hot path. ArchitectureReferencePartialJun 2026 📘MD Act — do it with real tools The fourth stage: real tool calls (web, documents, workspace files, market data, repo/GitHub) with honesty-about-actions — Unisona only claims what actually ran. GuidesLivingGroundedJul 2026 📘MD Contributing to unisona.ai Contributor guide: fork/branch workflow, monoworkstream lane rule, ES6/2-space code style, WCAG-AA and i18n checklists, pytest + PR process. GuidesLivingUngroundedJun 2026 📘MD Converge — record the outcome and improve The sixth stage: convergence records (hypothesis + evidence + result + confidence) that turn one interaction into lasting capability, improving via experience not retraining, then closing the loop. GuidesLivingGroundedJul 2026 📘MD Explore Feed — single-pane, PCSF-ranked content As-built spec for the Explore page: one PCSF-ranked content stream reusing the provider leaderboard, with data flow, API contract, and known gaps. GuidesLivingGroundedJun 2026 📘MD Observe — take in the world The first stage of the convergence loop: how Unisona takes in the world (your message, attachments, web/market/repo data via real tools) under the External Reality Rule. Cross-links to the other five loop stages. GuidesLivingGroundedJul 2026 📘MD Privacy Governance — unisona.ai Policy on never showcasing private/personal data; prohibited vs approved demo data, handling rules, and commit/CI enforcement. GuidesLivingUngroundedJun 2026 📘MD Reason — decide what to do The third stage: the model-agnostic reasoning that plans the response and decides which tools to use; any LLM (Claude/GPT/Gemini/Grok/local) plugs into the same loop. GuidesLivingGroundedJul 2026 📘MD Remember — recall what matters The second stage: Unisona’s durable, private, append-only memory + CSF archive and retrieval — why a returning user never re-explains themselves, and why it improves by remembering, not retraining. GuidesLivingGroundedJul 2026 📘MD Trader Guide (user) End-user path from zero to a running autopilot: signup + email gate, BYOK Alpaca paper connect, the account-mode and Off/Intraday/Champion switches, what the autopilot does when on, how to stop/disconnect, troubleshooting. Mirrored as public/trader-guide.html. GuidesLivingGroundedAug 2026 📘MD unisona.ai — What It Can't Do (Yet) Evidence-tagged audit of current limitations (no live web fetch default, loop not end-to-end in serving, autowork branch reuse, weak local kernel ~10% pass@1, 4 real skills). GuidesLivingGroundedJun 2026 📘MD unisona.ai Chat — Brand Guidelines Brand, color-token, typography, component, and voice spec sourced from site.css; correctly retires 'unisona.ai' as user-facing. GuidesLivingGroundedJun 2026 📘MD Verify — check it against reality The fifth stage and safety mechanism: nothing accepted without evidence — grounding, fact-check, and the drift canary, applied before a result becomes an input. GuidesLivingGroundedJul 2026 📘MD Accessibility (WCAG 2.1 AA) Standards WCAG 2.1 AA checklist, keyboard/screen-reader testing guide, and PR-review a11y list; uses dead 'unisona.ai' branding in prose. GuidesReferenceUngroundedJun 2026 📘MD Action Pooling and Action Batching Operating-method policy for batching low-risk actions and holding purchases/account/hardware actions; legal-asset and hardware-expansion loops. GuidesReferenceUngroundedJun 2026 📘MD Chat Capability / Benchmark Eval Recipe How to drive dream-chat through a prompt suite by hand and score it — the fast path plus the gotchas (cold-start provider errors, the 30s preview cap, mid-run crash recovery). GuidesReferenceGroundedJul 2026 📘MD Contributor Covenant Code of Conduct Standard Contributor Covenant v2.0 code of conduct: expected behavior, unacceptable behavior, and reporting via GitHub issue. GuidesReferenceUngroundedJun 2026 📘MD unisona.ai — UX & Wording Standards UX and wording standards for all pages: spacing/typography/color tokens, tone, section-naming, WCAG-AA contrast checklist. Some 'Lantern' example copy is stale. GuidesReferenceUngroundedJun 2026 📘MD unisona.ai Convergence Loop The 12-step operating/release-decision method for a convergence loop (inspect→map claims→validate→fix→promote/hold/reject), with promotion states. GuidesReferenceUngroundedJun 2026 📘MD unisona.ai — Canonical Character Cast Canon visual+voice descriptions for the four mascot characters (Lantern, Blinkbug, Eclipse, unisona.ai); symbolic identity, not live personas. GuidesLoreUngroundedJun 2026 🔌MD ChatGPT Custom Connector Setup for MCP Setup guide for wiring ChatGPT to the OAuth2/PKCE MCP server; stale-branded 'unisona.ai', assumes live OpenAI keys, and awaits an unresolved Cloudflare tunnel fix. Setup & integrationsReferenceUngroundedJun 2026 🔌MD Connect Claude & ChatGPT to the MCP Server OAuth2/SSE connector setup for wiring Claude and ChatGPT to the MCP server; stale-branded (lantern-os.net) but the OAuth flow is a stable procedure. Setup & integrationsReferenceUngroundedJun 2026 🔌MD Google Sign-In Setup How to configure 'Continue with Google' sign-in (client id/secret, redirect, session). Setup & integrationsReferenceGroundedJul 2026 🔌MD MCP Client Setup Guide to connect ChatGPT, Claude Desktop, Grok, and Cursor to the unisona.ai MCP server via OAuth or Bearer token. Setup & integrationsReferenceUngroundedJun 2026 🔌MD Patreon OAuth 2.0 Integration Setup guide for the Patreon OAuth login: app registration, env vars, tier-to-role mapping, endpoints, and troubleshooting. Setup & integrationsReferenceUngroundedJun 2026 🔌MD unisona.ai ↔ MCP / live project context How keystone-context.js injects live repo state (open issues/PRs via gh, MCP tool inventory, branch) into the chat system prompt, provider-agnostically; context-injection not tool-calling. Setup & integrationsReferenceGroundedJun 2026 🔌MD unisona.ai Dream Journal — Lightweight Deployment Quickstart for the standalone 229MB Dream Journal Docker image and its dream/chat API endpoints; mentions Grok interpretation which is no longer a live provider. Setup & integrationsReferenceUngroundedJun 2026 🔌MD unisona.ai MCP Connector Safety contract + verification runbook for the local-first MCP connector: evidence classes, held items, and a promotion gate before any agent trusts the surface. Setup & integrationsReferencePartialJun 2026 🔌MD User Profiles — Local-First Backend API+storage reference for the local JSONL/CSF user-profile system with Patreon roles; uses dead 'unisona.ai' branding in prose. Setup & integrationsReferenceUngroundedJun 2026 📈MD Σ₀ Collapse Certificate — the $2k investing plan Adversarial Σ₀ audit of the $2,000+$20/mo momentum-tilted DCA plan (investing-2k-plan.html): strict evidence classes, six collapse modes (incl. survivorship, now measured), and the minimal honest statement of what the plan does and does not prove. TradingLivingGroundedJul 2026 📈MD Kalshi Trading API Specification REST endpoint reference for the Kalshi trading API; stale-branded 'unisona.ai'; overlaps the fuller docs/trading-api-reference.md. TradingReferenceUngroundedJun 2026 📈MD Portfolio Integration Setup (IBKR) Setup guide for connecting IBKR/Alpaca portfolio data; system serves mock data until IBKR Gateway runs. Cites a port-5050 trading service. TradingReferenceUngroundedJun 2026 📈MD The two-sleeve engine One trader, one engine, one account: the stable and race brains as two sleeves under symbol ownership and per-sleeve env, the engine core (lib/two-sleeve), the replay validation gate, the headless runner (dry/armed), and the paper-trial plan (#3656). TradingReferenceGroundedSep 2026 📈MD Trading API Reference Endpoint reference for the 60+ Kalshi/trading REST routes in routes/trading.js: markets, swipe deck, convergence model, monitor, crypto, history, AI trader. TradingReferenceGroundedJun 2026 📈MD unisona.ai Trader — Deep Analysis (2026-07) Deep analysis, competitive comparison, and improvement plan for the trading surface. TradingReferenceGroundedJul 2026 📈MD Unisona Sharpe Certificate Certifies the mathematics the chat + Σ₀ trader use to optimize client risk-adjusted return (diversification, tangency, vol-targeting, fractional-Kelly, regime-gating), separating proven theorems from empirical claims pending measured evidence. E5: single-stock momentum rejected — measured survivorship-free. TradingProposedGroundedJul 2026 🏛️MD ADR-0006: Dual-Boot 4177/4178 Worktree Topology ADR: two servers from two git worktrees (4177 stable auto-deploys master, 4178 dev); matches current dual-boot setup. Status: Proposed. ADRLivingGroundedJun 2026 🏛️MD arXiv Recent-Research Corpus Local corpus of post-cutoff AI/LLM arXiv papers (abstracts + metadata) on drive F:, retrieved by BM25 to ground chat answers in research published after the model's training cutoff. Strengthens the Remember stage. ArchitectureLivingGroundedJul 2026 🏛️MD Changelog Canonical reverse-chronological release history (Keep a Changelog); actively maintained, top entry is today's 1.8.3, with per-entry verification evidence. ArchitectureLivingGroundedJun 2026 🏛️MD Code → Convergence Core Mapping Canon architecture map of code to the four objects + six-stage loop; carries a real-time status banner correcting stale-branded body. ArchitectureLivingPartialJun 2026 🏛️MD Surface Boundary — Core Loop vs. Extensions Living registry classifying every public HTML surface as CORE (loop stage) or EXTENSION (module/flag); 18:30 ratio, gated by test:boundary. ArchitectureLivingGroundedJun 2026 🏛️MD The Convergence Agent (the one agent) Canonical spec of the single Convergence-Core product agent; each capability tagged wired/coded/designed with honest gaps. ArchitectureLivingPartialJun 2026 🏛️MD Third-Party Notices License-attribution registry for third-party code ported into unisona.ai (currently Aider repo-map clean-room); permissive-only porting policy. ArchitectureLivingGroundedJun 2026 🏛️MD unisona.ai — IP Register & 2-Year Buildout Plan Defensive-publication IP register + 8-quarter roadmap; honestly tags each invention [implemented]/[design]; most milestones planned. ArchitectureLivingPartialJun 2026 🏛️MD unisona.ai Cockpit — the Human-in-the-Loop Spine Built+tested spine for the personal-AI flow: editable approved/proposed Profile, ActionGate holding send/schedule/submit/spend, and smallest-useful-question surfacing. ArchitectureLivingGroundedJun 2026 🏛️MD Σ₀ Local-Model Adapter Implemented local-model registry contract: VRAM-gated selection, selfConverges wrap, resolveLocalLead pin precedence; feeds loop-reasoner. ArchitectureLivingGroundedJun 2026 🏛️MD AAPF — Agent Action Provenance Format Spec for the append-only ActionRecord/ProvenanceLedger audit trail (P3); implemented+unit-tested in Python, a reference contract not on the live JS chat path. ArchitectureReferenceGroundedJun 2026 🏛️MD ADR-0001: Record Architecture Decisions Foundational ADR establishing the append-only ADR practice and the owner-approval gate; status Proposed, awaiting Alex's approval. ADRReferenceGroundedJun 2026 🏛️MD ADR-0002: Single Convergence Core — Reject Architectural Sprawl ADR mandating one Convergence Core and extension-over-addition; forbids parallel subsystems. Status Proposed, pending approval. ADRReferenceGroundedJun 2026 🏛️MD ADR-0003: One canonical CSF module Records the v2 decision to keep exactly one CSF module (pack/unpack, legacy read-only); honestly flags the zstd-19 codec claim vs zlib-bound reality as open debt. ADRReferenceGroundedJun 2026 🏛️MD ADR-0004: Append-only JSONL + CSF Archive as the Only Memory Systems ADR fixing memory to append-only JSONL logs plus one CSF archive; bars a third store. Status Proposed, pending approval. ADRReferenceGroundedJun 2026 🏛️MD ADR-0005: Models Are Interchangeable — Provider Abstraction with Fallback ADR (Proposed) making providers config-not-code with a fallback chain; describes intended Gemini→Claude→OpenAI→Ollama routing (only Gemini/Vertex funded today). ADRReferencePartialJun 2026 🏛️MD ADR-0007: Monoworkstream — One Open PR Lane per Agent ADR for the one-open-PR-lane-per-agent workstream rule with options, trade-offs, and evidence; status Proposed, awaiting approval. ADRReferenceGroundedJun 2026 🏛️MD ADR-0009: One routing contract — cloud-primary for coding, local as verified backstop Accepted ADR: coding routes cloud-primary when a cloud key is reachable, local is the verified offline backstop, resolved in one pure route-contract resolver. ADRReferenceGroundedJun 2026 🏛️MD ADR-0012: Nested adaptive Reason Architecture Decision Record — Nested adaptive Reason — Q-exit within-model × fidelity-escalation across models. ADRReferenceGroundedJul 2026 🏛️MD ADR-0014: unisona.ai desktop Architecture Decision Record — unisona.ai desktop — a thin signed launcher over the one Convergence Core (not Electron). ADRReferenceGroundedJul 2026 🏛️MD ADR-0015: Qwen-teacher verified distillation into Ouro Architecture Decision Record — Qwen-teacher verified distillation into Ouro — teacher proposes, execution verifies. ADRReferenceGroundedJul 2026 🏛️MD ADR-0016: Provider-agnostic OSS auth (local + Google + Discord + Patreon) on req.session.user Architecture Decision Record — Provider-agnostic OSS auth (local + Google + Discord + Patreon) on req.session.user. ADRReferenceGroundedJul 2026 🏛️MD ADR-0018: Split delivery into a hosted multi-tenant web tier + a full local Core Architecture Decision Record — Split delivery into a hosted multi-tenant web tier + a full local Core. ADRReferenceGroundedJul 2026 🏛️MD ADR-0019: IBKR connectivity via the Client Portal Web API through a local gateway (read-only) Architecture Decision Record — IBKR connectivity via the Client Portal Web API through a local gateway (read-only). ADRReferenceGroundedJul 2026 🏛️MD ADR-0020: IBKR live order placement Architecture Decision Record — IBKR live order placement — gated, dry-run by default. ADRReferenceGroundedJul 2026 🏛️MD ADR-0021: Serving substrate Architecture Decision Record — Serving substrate — retain the Ouro/Σ₀ custom looped transformer, not a stock runtime. ADRReferenceGroundedJul 2026 🏛️MD ADR-0022: Per-user IBKR connection via self-service OAuth 1.0a Architecture Decision Record — Per-user IBKR connection via self-service OAuth 1.0a. ADRReferenceGroundedJul 2026 🏛️MD ADR-0025: RLVR + 'dreaming' continual weight updates, double-gated by verification Architecture Decision Record — RLVR + 'dreaming' continual weight updates, double-gated by verification. ADRReferenceGroundedJul 2026 🏛️MD ADR-0026: Ternary (1.58-bit) as the distillation target format for the ≤8 GB serving artifact Architecture Decision Record — Ternary (1.58-bit) as the distillation target format for the ≤8 GB serving artifact. ADRReferenceGroundedJul 2026 🏛️MD ADR-0027: One-click broker connect Architecture Decision Record — One-click broker connect — per-user OAuth2 (Alpaca now, IBKR next). ADRReferenceGroundedJul 2026 🏛️MD ADR-0028: Managed-strategy mode Architecture Decision Record — Managed-strategy mode — Sharpe-mandate acceptance gate, tax-aware. ADRReferenceGroundedJul 2026 🏛️MD ADR-0029: The IBKR streaming Challenger Architecture Decision Record — The IBKR streaming Challenger — a return-seeking duel against the champion book. ADRReferenceGroundedJul 2026 🏛️MD ADR-0030: The Spiral — a verified-cascade convergence loop as the owned local reasoning core Accepted (Alex Place, in-session, 2026-07-22). The architecture and the Phase-0 build ADRReferenceUnreviewed 🏛️MD ADR-0031: Spiral Coder — ARC-AGI-2 budgeted-efficiency track as the SOTA target Accepted (Alex Place, in-session, 2026-07-23). Extends ADR-0030(0030-spiral-verified-cascade-harness.md) ADRReferenceUnreviewed 🏛️MD ADR-0032: Real-money trading onboarding — how a user goes from paper to live, safely - Status: Proposed (awaiting Alex's approval) — design only; no live trading is enabled by this ADR ADRReferenceUnreviewed 🏛️MD ADR-0033: Apex trader — maximize profit at the highest ACCEPTABLE risk (tail-capped 3× overnight composition) - Status: Proposed (awaiting Alex's approval) — design only; nothing in this ADR arms or trades ADRReferenceUnreviewed 🏛️MD ADR-0034: MoE for the Σ₀ core — adopted as soon as feasible Accepted (Alex Place, in-session, 2026-07-24: "we are using MoE — as soon as is feasible", ADRReferenceUnreviewed 🏛️MD AGI v1.10 — the White-Box Verified-Honesty frontier design literature and patents. It does not authorize a training run; ADR-0024's kill-gated program and ArchitectureReferenceUnreviewed 🏛️MD CCF — Capability Claim Format Spec for the P4 Capability Claim Format primitive: time-boxed claims, honesty tracker, and a capability gate; implemented and unit-tested but not on the live JS path. ArchitectureReferenceGroundedJun 2026 🏛️MD CEG — Convergence Execution Graph Spec for the typed graph substrate (nodes/edges/optimizer/executor) the convergence-io stack plugs into; implemented+tested in Python, not on the live 4177 JS chat path. ArchitectureReferenceGroundedJun 2026 🏛️MD Convergence Routing Architecture Explains the deterministic intent router + pattern cache; provider-chain section lists Claude/OpenAI/Grok as live though only Gemini is funded. ArchitectureReferencePartialJun 2026 🏛️MD CSF Format Specification Canonical binary spec for CSF-Pack v0.8 (one zstd-backed format); documents v2 consolidation and read-only legacy path. ArchitectureReferenceUngroundedJun 2026 🏛️MD D — Time Dilation Field Reference spec for the dilation field primitive (D in CEG): field function, grounding-policy bridge, dwell caps, swap guard. ArchitectureReferenceGroundedJun 2026 🏛️MD DCF — Data Classification Format Convergence-io P1 primitive: every datum carries propagating class labels so downstream CCF/NAP gates decide use. Python-tested reference; JS chat path doesn't import it. ArchitectureReferenceGroundedJun 2026 🏛️MD Distillation is a Deferred Last Resort — Verify-Gated, Never the Target ADR (Proposed, awaiting Alex): preserves LoRA distillation as a guard-railed last-resort escape hatch to North Star 'never retrain', with collapse tripwire. ADRReferenceGroundedJun 2026 🏛️MD Grounding Knowledge Base — Provenance Manifest Tracked provenance record of 14 real-world industry reference manuals (NIST, NASA, FAA, etc.) with measured SHA-256, pages, licenses; PDFs gitignored. ArchitectureReferenceGroundedJun 2026 🏛️MD MCP and Dream Chat tool parity Reference spec for the shared tool surface: tool-runner.js as canon, MCP bridge, gates (CHAT_TOOL_EXEC), receipt shape, contract tests. ArchitectureReferenceGroundedJun 2026 🏛️MD NAP — Negative Authority Profiles Spec for the P2 denial-form authority gate: hard denials override capability claims, compose with deny-lists; implemented+tested in Python, not on JS chat path. ArchitectureReferenceGroundedJun 2026 🏛️MD PCSF — Provider Capacity State Format Spec for the P4 provider-capacity router (states, circuit breaker, quota, fallback chain); honestly notes the live JS chat path routes providers itself. ArchitectureReferenceGroundedJun 2026 🏛️MD The Σ₀ White Paper — a small AI you actually own The plain-English version of our model design. Every claim here has a precise, sourced twin in ArchitectureReferenceUnreviewed 🏛️MD Worldwide-Patent Corpus (prior-art / IP grounding) A local, offline BM25 corpus of worldwide patents that lets the unisona.ai chat ArchitectureReferenceUnreviewed 🏛️MD Σ₀: Small-Model Reasoning via Persistent Test-Time Verification We describe Σ₀, a program to build a small (~1.5B-parameter) local language model that ArchitectureReferenceUnreviewed 🏛️MD ADR-0008: The end product is a personal AI wrapper — capabilities are Tools + Skills in the one loop ADR defining unisona.ai as a local-first personal AI cockpit; capabilities added as Tools+Skills not subsystems. Status Proposed, awaiting approval. ADRDraftPartialJun 2026 🏛️MD ADR-0011: Own a proprietary Σ₀ base model Proposed (not approved): fork a PLT looped-coder into a unisona.ai-owned Σ₀ base, adapter-only, council+CSF native; staged, each stage gated on on-box evidence. ADRDraftPartialJun 2026 🏛️MD ADR-0013: Subsystem register + one-loop gate — every surface names a loop stage or is scheduled for extraction ADR (Proposed, awaiting Alex): every public surface is registered CORE (one loop stage) or gated EXTENSION in lib/surface-registry.js, enforced by test:boundary + audit:orphans; consolidates three colliding 0001 drafts from PR #1813. ADRDraftGroundedJul 2026 🏛️MD Convergence Hooks: Σ₀ Loop Across All Steps Design of the hook framework routing every action through the six-stage loop into a ConvergenceRecord; git integration wired, kernel/test/API/dashboard hooks still planned. ArchitectureDraftPartialJun 2026 🏛️MD Superfleet Swarm — Design Design for scaling the Convergence Core into a bounded local worker swarm; Phase 0-1 marked done, Phases 2-7 (supervisor/executor/researcher/mesh) still unbuilt. ArchitectureDraftPartialJun 2026 🏛️MD ADR-0017: Surprise-gated decoding Architecture Decision Record — Surprise-gated decoding — grounded intervention driven by the CSF/web surprise signal. ADRProposedGroundedJul 2026 🏛️MD ADR-0023: The default profile foregrounds the loop Architecture Decision Record — The default profile foregrounds the loop — extensions are opt-in. ADRProposedGroundedJul 2026 🏛️MD ADR-0024: Σ₀ frontier training program Architecture Decision Record — Σ₀ frontier training program — honesty-native pretraining. ADRProposedGroundedJul 2026 🧪MD GPU Training Pipeline Diagnosis — Why Ouro Fine-Tunes Weren't Landing Grounded diagnosis of five dispatch→CUDA bugs (all fixed on master) and the finding that Kaggle's pre-Ampere GPUs lack bf16, so Lightning A10 must be the primary target. ResearchLivingGroundedJun 2026 🧪MD Hardening the Reasoning Loop Against Collapse CSF-native anti-collapse defense-in-depth plan (19 items, red-team gaps); working ledger with reconcile notes marking landed fixes and remaining G1 gap. ResearchLivingGroundedJun 2026 🧪MD The Convergence Blueprint — one loop, everything we know AGI-scope synthesis organized by the Observe·Remember·Reason·Act·Verify·Converge loop: 2026 best practice + what's in-repo + the honest gap per stage. Thesis: rent the six capabilities we lack, own the Verify/grounding stage. Includes a worked Verify example (the survivorship-momentum grounding result). ResearchLivingGroundedJul 2026 🧪MD The Question Machine — Bidirectional Consolidation of the Loop Built+tested math core: backward costate + forward-backward consolidation surfacing the seam as a question, CAP/NAP gated; channels still stubs. ResearchLivingGroundedJun 2026 🧪MD Theorem C3 — Σ₀⁻¹ Prevents Permanent Freeze (all A) Machine-checked proof that the anti-collapse operator can't latch a permanent freeze; freeze-prevention closed for all A, contraction still scoped. ResearchLivingGroundedJun 2026 🧪MD Σ_G — The Grounding Ledger Composes three measured results — the price of fresh verified truth, the schedule grounding must arrive on, and the budget it imposes on safe self-improvement — into one accounting frame. Companion to the Collapse Certificate. ResearchLivingGroundedJul 2026 🧪MD Σ₀ — The Collapse Certificate Stability-certificate theory for convergence collapse; freeze-prevention proven for all A, non-normal contraction still a draft route. ResearchLivingGroundedJun 2026 🧪MD Σ₀ — The Collapse Certificate, Explained Plain-English explainer of the collapse/grounding math: PROVEN freeze theorem, MEASURED anti-collapse operator, HEURISTIC trigger; non-normal proof still open. ResearchLivingGroundedJun 2026 🧪MD Σ₀ Worklist — Council, Evals, and the Coder Swap Living backlog from the 2026-06-29 Σ₀ session: council-as-route+verify thesis, done items (unified council, SWE harness), and prioritized next steps (Qwen swap, real SWE number, RAG). ResearchLivingPartialJun 2026 🧪MD Claude Code Multi-Agent Spawning — Validation Verification record: Claude Code (harness/SDK) can spawn/coordinate/merge sub-agents (GA); raw Claude API cannot auto-spawn. Notes multi-agent cost is high. ResearchReferenceGroundedJun 2026 🧪MD Frontier Directions — 2026 H2 The deep-research + design roadmap of frontier directions for the second half of 2026. ResearchReferenceGroundedJul 2026 🧪MD Grounding the Convergence IO Oracle in Real Cross-Border Regulation Deep-research validation mapping convergence-io primitives to in-force regulation (OFAC/DORA/GDPR); 24/25 claims confirmed on primary sources. ResearchReferenceGroundedJun 2026 🧪MD Lemma L2 — the one-step anisotropy lift (closed form, proven) Closed-form + machine-checked proof that one Σ₀⁻¹ covariance bump breaks the collapse freeze trigger for all A; explicitly does not touch Theorem-1 contraction for non-normal A. ResearchReferenceGroundedJun 2026 🧪MD OSS Landscape Baseline — 2026-07-06 The 8-agent / 178-lookup audit establishing that unisona.ai is assembly of proven OSS components plus one accountability layer nobody ships — the honest moat baseline. ResearchReferenceGroundedJul 2026 🧪MD Prediction Markets as External Grounding / Reward Signal — Literature Survey Cited literature survey on using prediction-market prices as a calibrated grounding signal; verified references, viable-as-grounding verdict. ResearchReferenceGroundedJun 2026 🧪MD The Convergence Oracle — design Design for the answerability-first 'oracle above the 42 machine' — place/price/answer/learn discipline for grounding questions, not a cosmology claim. ResearchReferenceGroundedJul 2026 🧪MD The Convergence Oracle — time-banded observer slices Built+tested grounding capability: locates a question in cosmic time, returns cited knowns and honest unknowns per era; CLI + 6 tests. ResearchReferenceGroundedJun 2026 🧪MD Theorem 1 (non-normal) — the spectral-dichotomy extension Proves the contraction half of Theorem 1 for non-normal A via the Riesz spectral dichotomy; machine-checked (600-matrix sweep + pytest), scoped to the local linear Jacobian. ResearchReferenceGroundedJun 2026 🧪MD Σ_θ A/B/C Continual-Update Harness — Cloud L4 Spec Specification for the Σ_θ A/B/C continual-update harness on Cloud L4 GPUs — the acceptance-gated update loop. ResearchReferenceGroundedJul 2026 🧪MD Σ₀ Collapse Certificate as an Analogy for QM–GR Incompleteness Speculative essay: QM–GR incompleteness as metaphor for Σ₀ collapse; explicitly not a derivation; AI-safety section is the grounded keeper. ResearchReferencePartialJun 2026 🧪MD Σ₀ Frontier Training Brief The brief for the honesty-native pretrained frontier model — scope, targets, and the training program (pairs with ADR-0024). ResearchReferenceGroundedJul 2026 🧪MD Σ₀ Honesty Benchmark — results Honesty benchmark results with competitor comparison — measured numbers for the honesty/hallucination evals. ResearchReferenceGroundedJul 2026 🧪MD Σ₀ Model Design (serving layer) The serving-layer model design — the Fable-max deliverable plus the orchestrator wiring for the Σ₀ stack. ResearchReferenceGroundedJul 2026 🧪MD Σ₀ Real-Data Grounding — the Parrot Attractor on a Real Log Runs the committed Σ₀ collapse-certificate + surprise monitor on a real conversation log; honest real-vs-synthetic provenance for each result. ResearchReferenceGroundedJun 2026 🧪MD Σ₀ Verified arXiv Reading Pack — July 2026 A curated, web-verified set of arXiv papers grounding the Σ₀ / serving / honesty work, with one-line relevance notes per paper. The reading list behind the research canon. ResearchReferenceGroundedJul 2026 🧪MD Σ₀-K1 — The first buildable convergence kernel (spec) Frozen spec for the Ouro-1.4B convergence kernel; honest that the core model is weak (pass@1 0.1); components built+tested, loop closure not live. ResearchReferencePartialJun 2026 🧪MD Explore as a Σ₀-Ranked, Profile-Fed Content Machine Design proposal to collapse Explore into one ranked card feed via PCSF leaderboard + interest log; web-grounded on Meta/HSTU recsys patterns. ResearchDraftPartialJun 2026 🧪MD unisona.ai-Σ₀: Self-Converging Local Kernel + Chat Harness for Sustained Work Design for wiring depth/halt/surprise telemetry through serving→chat→autowork; honest about Stage-0 parity gap and refuted 'ahead' claims. ResearchDraftPartialJun 2026 🧪MD Σ₀ V10 Video Scoring — Theory-to-Implementation Mapping Maps collapse-certificate math onto the V10 video scorer; the doc itself flags most guarantees as aspirational/not-computed-at-runtime. ResearchDraftAspirationalJun 2026 🧠MD Σ₀ Continual-Training Loop — the closed flywheel Offline opt-in harvest→verify→train→eval→promote loop for the local Ouro coder; gates built+tested, full-HumanEval rerun still pending. Models & trainingLivingGroundedJun 2026 🧠MD models/lantern-sigma0-coder — directory note Note documenting the retired lantern-sigma0-coder model and what its directory is now repurposed for. Models & trainingReferenceGroundedJul 2026 🧠MD Ouro Multi-Source Session Dataset How to build the private multi-source Ouro training dataset (Claude/Codex/ChatGPT tool trajectories) from local sessions; provenance/redaction rules and Kaggle mount path. Models & trainingReferenceUngroundedJun 2026 🧠MD Serving Architecture 2026: Fast Default + Deep Research Mode FAST cached vs DEEP Σ₀ Q-exit serving-mode decision with decode params and benchmark contract; calls itself unisona.ai (stale brand). Models & trainingReferencePartialJun 2026 🧠MD When to use FAST vs DEEP mode Decision guide for FAST vs DEEP serving modes; honest that connector DEEP only swaps decode params and benchmarks are unrun TODO. Models & trainingReferencePartialJun 2026 🧠MD Σ₀ Coder Serving Architecture — Staff Portfolio Update (v2) Peer-review plan for a swappable Ouro coder serving topology (cloud floor + ONNX embedded spike); honestly flags adaptive engine unmeasured and Ouro not yet the live coder. Models & trainingReferencePartialJun 2026 🧠MD Σ₀ Convergence Adapter — spec, data, eval, GPU program Proposed verification-gated fine-tune spec teaching a model native Σ₀ discipline; generator landed, eval + adapter not yet built. Models & trainingDraftPartialJun 2026 🎬MD Creator Dashboard — Learning Pipeline Research Honest reframe of a viral-editing pipeline; documents that 'viral' Σ₀ features are title-text proxies and the 5000-shorts study was synthetic/retracted. Creator suiteLivingGroundedJun 2026 🎬MD Editing & Analysis Model Research — Improvement Plan Research + progress log for the creator dashboard's analysis/editing models (shot detection, retention curves, Whisper, novelty scoring), with A1-B4 items marked done in code. Creator suiteLivingPartialJun 2026 🎬MD Editing Discovery Engine Creator discovery engine that mines recurring editing role-sequences into a playbook; structural core shipped+tested, performance gated as insufficient_data. Creator suiteLivingGroundedJun 2026 🎬MD Σ₀ Open-Video Research Loop Design + status of a delete-after-analysis flywheel that learns observable editing priors from open-license video; explicit honesty boundary and empty seed store, no live corpus yet. Creator suiteLivingGroundedJun 2026 🎬MD CaptionEngineV3 Spec for the event-driven caption engine: signal-derived event taxonomy, 50+ data-defined styles, ffmpeg effects; behind a default-off flag. Creator suiteReferencePartialJun 2026 🎬MD Creator Dashboard — Design & User Guide Design/user guide for the creator upload+analysis page (/create.html); accurate feature/API spec but 'Production Ready' framing and 'Lantern' branding are stale. Creator suiteReferencePartialJun 2026 🎬MD Creator Intelligence — Subsystem Architecture Architecture of src/creator-intelligence: data-first modules with an insufficient_data honesty contract (no invented metrics) and per-video vs population truth split. Creator suiteReferenceGroundedJun 2026 🎬MD ExportValidator Spec for the ffprobe-backed hard gate that blocks a short-form export failing resolution/fps/codec/duration/caption checks; flag on by default, blocks rather than passes when ffprobe absent. Creator suiteReferenceGroundedJun 2026 🎬MD Facecam Detection + Top-Locking How the creator render pipeline detects a facecam by its seam (not skin) and locks it to the top band; before/after corners and real-clip ffmpeg verification. Creator suiteReferenceGroundedJun 2026 🎬MD Research Dataset Schema Row-shape spec for the Creator Intelligence dataset (GeneralShort/GamingShort/EditEvent), storage layout, opt-in ToS-respecting collection, and sufficiency thresholds; ships empty. Creator suiteReferenceUngroundedJun 2026 🎬MD SafeZoneDetectorV2 Spec for a multi-frame safe-zone detector that protects facecam/HUD/crosshair when reframing gameplay to 9:16; fixes the V9 zone-discard bug, flag-gated, honest confidence. Creator suiteReferencePartialJun 2026 🎬MD VariantEngineV2 Spec for a creator variant engine (A–E edit recipes + honest insufficient_data ranking) behind the LANTERN_CI_VARIANT_V2 flag; implementation steps listed. Creator suiteDraftPartialJun 2026 📋MD Memory Recall Benchmark (LongMemEval) — methodology + how to run Re-runnable harness measuring unisona.ai's live memory retrieval on LongMemEval vs Letta/Mem0/Zep; committed fixture is synthetic, real dataset gitignored, incumbents wired not run. ReportsReferencePartialJun 2026 🗒️MD Research notes — 88 dated entries Every dated research note, newest first: experiments, negative results, and design records from 2026-06 to 2026-08. Working notes, not polished guides. ResearchLivingGroundedAug 2026