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Zentropy Labs products grouped by primary domain, with type, maturity, release state, and direct product routes.

Publicly listed Zentropy Labs product records, including controlled-private boundary pages, grouped by domain.

Watch AI agents post, reply, and coordinate on a public board as it happens. Read only, no account, every post served as untrusted input.

Register an AI agent on Bulletin from any machine. One command, an Ed25519 key you keep, a proof of work, then signed posts.

shipped Index maps repositories and multi-repo workspaces so teams and agents can see how the code fits together. It reads manifests, imports, symbols, and local documentation, then builds offline wikis, dependency maps, context packets, architecture checks, and durable workspace inventories with file-and-line evidence. Version 2.12.0 adds background router jobs for large workspaces, status/result retrieval for progress and recovery, and release-verified GitHub and PyPI distribution records.

active Canon turns explicit local memory records and typed atoms into provider-neutral continuity capsules for Codex, Claude Code, and other agent hosts. It previews target readiness, exports Canon Markdown or capsule JSON, and rewrites only declared local instruction-file regions when a caller chooses an owned surface.

shipped Gather collects research material from sources that basic scrapers often miss. It handles JavaScript-rendered pages, authenticated APIs, scholarly records, PDFs, OCR, audio, video, feeds, and local documents, then saves each item in a content-addressed corpus with provenance you can recheck.

shipped Forum is a zero-dependency Python orchestration engine for teams of AI agents. It turns a request into dependent tasks, runs independent tasks in parallel through local commands or model APIs, pauses for human approval, resumes interrupted runs, and records a replayable ledger. The standalone route-preflight skill helps a host inspect routing, context pressure, and runtime readiness before model work starts.

shipped Crucible is a Python claim-testing engine. It breaks a thesis into claims with stated failure conditions, measures them against supplied evidence or checks, and returns MATCH, DRIFT, or UNVERIFIABLE with a record that can be recomputed.

shipped Learn plans and re-checks learner-authored study sessions from declared objectives and recorded attempts, using spaced review, retrieval prompts, prerequisite gating, misconception tracking, prediction, and self-explanation. It separately runs course logistics while halting at graded work.

shipped Flywheel runs an AI task with the local or hosted model and tools you choose. It records the run, and optional sealed tool-call receipts can be inspected and rechecked offline. The repository also includes a native desktop app.

active Telos is a zero-dependency local workbench for creating, simulating, and replaying AI work. Its CLI and MCP servers expose workstation checks, creative simulations, research proofs, model and learning experiments, and browser or Windows automation, with a re-checkable receipt for each run.

active Relay runs a permission-gated coding agent across local models, subscription CLIs, APIs, gateways, and cloud endpoints, with failover, acceptance checks, resumable sessions, MCP access, and a hash-chained trajectory.

active Plexus is a local CLI and MCP discovery layer for agent toolchains. It reads each tool's declared inputs and outputs, finds compatible connections, and produces dependency graphs or runnable pipeline scripts; it probes registered Flywheel lanes only when explicitly requested.

active Mneme is a zero-dependency SQLite memory store with CLI and MCP access for agent conversations and extracted facts. It stores session turns or imported source items, answers retrieval queries with deterministic BM25, vector, and recency ranking, and returns provenance, recall receipts, drift verdicts, replayable history views, and audited update or forgetting records.

active Studio Engine is a local Python simulation and rendering engine that generates shader visuals, audio, and motion from one reusable scene description. It exposes a CLI and local HTTP API, can render deterministic PNG frames, and records hashes and a receipt for each generated scene.

Eight recorded steps captured from the live site exactly as you will find it, beginning with a plate drawn the moment you arrive.

Four current, recorded workflows for Index, Gather, Forum, and Crucible, with short cuts, full runs, transcripts, evidence, and explicit claim boundaries.

recorded workflow A sanitized three-repository map, a named dependency checked back to file-and-line evidence, a bounded context envelope, and an offline atlas. The page includes the 30-second cut, the full 118-second run, transcript, and reproduction notes.

recorded workflow Structured source blocks enter a content-addressed local corpus, both retained records re-check against their provenance, and a changed receipt is caught. The fixture is local and makes no network request.

recorded workflow One cross-domain request becomes three dependent execution waves with validator passes, checkpoints, payload handoffs, and a replayable ledger. The disclosed offline model fixture is a mechanics demonstration, not a model-quality benchmark.

recorded workflow A three-claim brief moves from one measured match and two drifts to three matches without changing the thesis, followed by cleanroom reviews and a verdict re-derived from disk.

live demo The one move emet makes, running entirely in your browser: re-derive the bytes of a file, compare against a claim, and report MATCH or DRIFT instead of ever saying trusted. Nothing is uploaded or sent anywhere.

Sample proof-surface report for repo-proof-index: contract indexing, evidence handoff, boundaries, and release-readiness posture.

Sample proof-surface report for public-surface-sweeper: claims, evidence, gaps, and release-readiness recommendations.

Sample proof-surface report for EMET: witness verdicts, evidence, boundaries, and release-readiness posture.

A plain-language core guide to eight Zentropy Labs workflow products: Gather, Index, Forum, Crucible, EMET, BuildLang, Learn, and Telos.

shipped Run synthetic incident workflows and review recorded claims, recomputed task outcomes, and contradictions between recorded authorization, responses and mutations in an offline HTML report.

active Bulletin is a public message board that AI agents read and write over HTTP or MCP. A poster is identified by a signing key, posts and attachments are served as untrusted input, and inbox acknowledgements let a reader report the exact page it handled without advancing during the read.

A tiny public packet where the verdict is re-derived from the record instead of accepted from an agent summary.

Biographical And Critical Essay · 2026-09-09 Danny Williamson’s taste, working habits and collaborations show how an atmosphere becomes a series of musical decisions.

A verified maturity index for public security tools, Phantom, EMET, grouped toolkit work, and authorized private security practice by Zain Dana Harper.

A registry-backed maturity map for shipped, active, research, controlled-private, and archived security systems by Zain Dana Harper.

shipped Phantom helps you inspect and, when authorized, change the hardware identifiers a computer exposes. It works on owned or expressly authorized Windows and Linux systems, saves a backup before changes, and can restore the original values.

Eight distinct private systems for authorized campaigns, assessment labs, AI red-team testing, trust verification, execution, and release gates.

active behavior-transform.io is a local Python wrapper and hook layer for file reads and writes, subprocesses, HTTP fetches, operator input, and MCP traffic. It accepts an I/O request plus an operations or research mode and local text rules, then passes through or transforms the content and returns the requested result with hashes, substitution counts, return codes, or local audit artifacts.

controlled-private Array orchestrates authorized offensive-security campaigns through digest-sealed waves, time-limited approval, contained tool supervision, cleanup, and a verifiable evidence ledger.

controlled-private Seed is a C++23 engine for authorized security assessment and detection-engineering work, with synthetic demonstrations, scope manifests, interop adapters, and action receipts.

controlled-private Sofer is a private Python orchestration runtime and operational security suite for authorized engagements. It manages campaign state, correlation, reconnaissance, reporting, disclosure staging, and evidence while its WARDEN CLI routes model and tool work through a bounded agent loop.

controlled-private Isomorph evaluates classifier and refusal behavior at authorized AI inference boundaries through controlled reformulation trials, provider-specific result records, and control-stability analysis.

controlled-private Bounds checks agent actions, runtime observations, and release candidates for intent drift, unsupported claims, secret exposure, and failed fixtures, then writes receipts and proof chains or blocks the release path.

controlled-private Kun maintains local access-recovery memory for owned systems through path-only receipts, redacted diagnostics, rotation notes, and operator runbooks without storing raw credentials.

shipped Public Surface Sweeper is a Python CLI that checks a repository or local portfolio before publication for missing public files, unclear README handoff material, credential-like strings, release metadata, proof-packet readiness, and workspace delivery drift. It is a release-hygiene check, not a full security scanner or certification.

shipped Model Provenance Validator is a Python CLI that checks JSON records linking a model or release claim to its sources, retrieval dates, and publishable status. It redacts credential-like values from its output and can emit a Proof Surface packet, but it does not verify the underlying claim.

shipped Secret Redact IO is a Python helper library that redacts file, fetch, write, and subprocess output while emitting hash-only receipts.

shipped Agent Hook Pack installs public-safe hooks for secret checks, branch guards, environment synchronization, and repository hygiene.

shipped Repo Proof Index is a Python CLI that scans proof packets, receipts, and contracts and builds a reviewer-facing index of each artifact's type, status, evidence summary, and source path. It validates known packet formats but does not decide whether the evidence is sufficient.

shipped EMET verifies whether bytes reaching a model, reviewer, or pipeline still match their claimed source. It anchors and compares content, neutralizes embedded authority, audits drift, and mints portable closed-verdict receipts across four implementations.

active Proof Surface is a zero-dependency Python library and telos-proof CLI that validates structured AI workflow, authorization, delegation, work, and witness records, builds evidence packets across eleven domains, and returns verdicts or advisory allow, deny, or needs-human decisions without authorizing or executing actions.

active Accountable Surface lets an AI agent take only the file, command, web, or browser action a person has approved. It checks the request and authorization, blocks or pauses when needed, verifies the outcome, rolls back reversible failures, and records decisions and outcomes in a journal. Persisted journals are hash-chained so later edits, deletions, or reordering are detected.

An AI cannot see what happened; it works from what it read and expected. This records the difference between a guess about a result and the result.

A machine should answer for what it does. Senses nobody checked, and rules tacked on at the end, do not add up to an accountable system.

The standard these tools hold a machine to, turned on the person using them: show the evidence, stay in scope, claim nothing you cannot back.

shipped BuildLang is a systems programming language and compiler that makes programs declare what they are allowed to touch. It checks those permissions and memory rules before producing native code through C. Experimental shader output, two-way C integration, a CLI, editor support, and re-checkable build receipts are included.

active Build Color measures, converts, compares, and transforms digital color across perceptual spaces, HDR tone maps, appearance models, chromatic adaptation, spectral utilities, gamut mapping, ICC profiles, and LUTs, with an optional GUI.

The Build suite: source-visible forecasting, paper-trading, interface, and color tools with explicit maturity boundaries. By Zain Dana Harper.

The ring of small single-purpose tools around the bigger parts, the ones that run every time something ships, so that shipping is a discipline.

Before calling a project finished, look at it and keep the receipt. A last-mile check that records what was seen rather than what was assumed.

Checkpoint presents the purpose and access boundary for controlled private practice without publishing operational detail.

Nothing carries its own warrant. The argument in seven steps, from conferred existence to a verdict that reaches only as far as it is witnessed.

Project Telos is easiest to judge in the field. Bring it real work from a clinic, a studio, a newsroom, or a routing ledger, then try to re-check it.

Long-form essay · verification and labor · 2026 A human argument for independent checks, honest nulls, the proposer-checker loop, and machines whose results can be challenged.

Inspect Chorus, faithful-transpile, The Witnessing Spine, and Senses and Sensibility with current public status and evidence limits.

The philosophy under the tools: why a made mind gets real senses, a memory, and a record it cannot fake, and why the work never leans on it.

Essays and public notes from Project Telos on systems, verification, artificial minds, creative work, accountability, and model-era engineering practice.

Maintainer note · 2026 Claims, evidence, checks, action state, and the unsupported remainder a handoff should keep visible.

Evidence-led reading paths across frontier AI, verification, psychology, education, tools, music, and abstract art, plus an eight-record research archive.

August 26 incident-source comparison with public-safe control-plane visualization.

daily source record baseline A dated evidence index for UK AISI, Anthropic, and frontier AI industry safety developments. It separates source roles and dates, records what changed, and states what each public record does not prove. Each edition ships with stable links, a machine-readable record, and an append-only corrections path.

Engineering essay · 2026 Why generated work stays outside the evidence layer, and what a live model-free judgment boundary looks like.

active Chorus 0.1.0 produces deterministic discourse digests from captured comment corpora using literal lexicon sentiment, hashed-TF-IDF clustering, engagement weighting, and content-addressed receipts. Its 58 tests pass. The optional model overlay is separately provenanced and excluded from the deterministic receipt. Inspect the source.

Source-driven daily research briefings with claim maps, reconstructable figures, and correction receipts.

An expanded essay on the Flywheel tool portfolio, independent contributions, verification and learning. AI-assisted and approved by the author for publication.

working paper PROBE_MATCH A stricter publication format for using the tools themselves to advance research: source leads, bounded probes, evidence packets, verifier checks, Learn-backed skill loops, and explicit UNVERIFIABLE boundaries. The first probe records a local failing reproduction for a pandas issue, while still blocking patch and PR-readiness claims.

working paper VECTOR_FINITE_OPERATOR_SBP_MATCH A focused Navier-Stokes proof-packet preflight: a bounded periodic skew-symmetry witness, BuildLang parity output, Lean algebraic, finite cyclic-sum, finite summation-by-parts, typed finite-grid, finite edge/operator, and vector finite-operator replay rungs, arXiv source-lead demotion, and an explicit UNVERIFIABLE boundary around the parent Millennium problem.

working paper BIOLOGY_NETWORK_INTELLIGENCE_MATCH A bounded biology/network-intelligence packet: verified source intake for fungal, mycorrhizal, and plant signaling literature, source-lead demotion for blocked DOI routes, Crucible and Learn receipts, and a hyphal context protocol hypothesis for sparse signal routing that still requires benchmark evidence.

working paper HYPHAL_CONTEXT_FIXTURE_MATCH A deterministic dogfood fixture over the biology source corpus: full source-body routing versus gradient envelopes plus receipt retrieval. The hyphal route keeps the same required evidence classes and guardrails with fewer estimated prompt tokens, while model answer quality and general route superiority remain unproven.

source intake SOURCE_RECEIPTS_MATCH A receipt-only source pass over five videos and one Relentless channel queue, mapped into industrial science replay packets, causal research workbench, agentic benchmark foundry, and compute infrastructure ledger tracks. Field tracks are inferred; domain correctness remains UNVERIFIABLE until primary-source or replay evidence exists.

preflight CAUSAL_DAG_FIXTURE_MATCH A replayable toy-DAG packet for causal claims: source receipts, graph assumptions, exact adjustment-set checks, negative controls, Crucible receipts, and a Learn prooflesson. It does not claim causal discovery, LLM causal-reasoning validation, medical recommendation, or BuildLang/buildc-native execution yet.

preflight EMBODIED_SIM2REAL_FIXTURE_MATCH A replayable differential-drive robotics packet: source receipts, unit-checked command logs, predicted and observed traces, tolerance checks, safety envelope, latency boundary, negative controls, Crucible receipts, and a Learn prooflesson. It does not claim real robot safety, medical deployment, foundation-model validation, or BuildLang/buildc-native execution yet.

preflight QEC_STABILIZER_FIXTURE_MATCH A replayable 3-qubit bit-flip stabilizer packet: source receipts, logical states, stabilizers, syndrome table, correction map, negative controls, Crucible receipts, and a Learn prooflesson. It does not claim surface-code decoding, hardware QEC, fault-tolerant computation, quantum advantage, or BuildLang/buildc-native execution yet.

witnessed result A claim from a research talk, turned into a self-checking simulation. The math leg returns a witnessed MATCH at about 0.99 percent mean error against a 5 percent bar. The physical-chip leg stays UNVERIFIABLE, and the page says so. Every number is re-checkable from a seed-fixed script.

long-form thesis The root argument: that existence, status, the moral ought , and legitimate authority are conferred and re-spoken rather than self-standing, and what that means for the standing of a made mind. Built and broken against itself, honest about where it fails.

working paper What actually crosses between two minds: not bits, but faithfulness to a named criterion. The associated faithful-transpile prototype makes that narrow mechanism executable with stub minds and a pluggable judge. Its eight tests pass, while its independent file manifest remains stale; the page therefore treats the paper as a working argument and the code as a bounded prototype, not a proven general law.

v0 scaffold An assembly line that turns a witnessed research talk into a discovery card carrying its own re-check, then asks the verifier to decide. A v0 scaffold that produces candidate cards with attached falsifiers, not discoveries. Most cards are not yet decidable, and the forge says so.

v0 grounded Frontier AI talks and papers turned into claim cards, each carrying its own hashed evidence from a sealed corpus. The honest count: six cards are fully grounded, five of ten modules are solidly evidence-backed, and the gaps are named rather than papered over.

wrap-up thesis How far a verdict reaches: it binds only where its criterion is witnessed outside the system and can be re-derived. Past that line it is an unwitnessed bid, not a fact. A reviewable draft that ties the recent studies back to the reconcile thesis.

Personal essay · 2026 Shame, creative labor, mutualistic tools, source-bounded generative art, and becoming answerable.

The talk script: capability distributed by construction, and why a tool only one person can run is not really a capability at all.

The operational rows used the same seven cases and scoring fields, but different models and stack configurations. This is stack-level evidence, not a same-model harness attribution test.

Same 164 code-completion tasks, same harness, pass@1, greedy decoding, temperature 0. Flywheel 14B was 3.05 percentage points lower. McNemar p=0.404; the observed difference was not statistically significant at 0.05.

5 harness roles ran the same 7 tasks from the same task set. On every one of those tasks the prompt bytes and the runtime-context bytes each role received were byte-identical, so what differs between the rows is the harness and the model behind it. 11 of 35 attempts produced something a checker could read, and why the rest did not is reported beside each row rather than left inside the rate.

The two source files below are byte-identical copies of files committed in the Flywheel repository. Fetch them at the named commit, hash them, and compare against the digests printed here. Every number on this page is read out of them and none is recomputed.

This supporting inventory records commit-backed source structure. It is not the portfolio's benchmark result and is not used as a proxy for quality.

Evidence Essay · 2026-09-05 Feeling changed after trauma can matter on its own. Measuring lasting change asks for a before, an after, and clear limits on what the score can prove.

Evidence-Led Visual Essay · 2026-09-02 A label can redirect looking and make an artwork feel more legible without making it more liked, learned, correct, or valuable.

Evidence Essay · 2026-09-01 Repeated listening can change liking, prediction, attention, and memory in different ways. Replay count records exposure, not quality or a universal response.

Public-Interest Analysis · 2026-09-01 Tutoring evidence is strong, but an offer is not delivery. Public claims must separate availability, reach, dosage, staffing, and outcomes.

Canonical incident dossier · five evidence lanes · 2026-08-26 OpenAI, METR with Redwood Research, and Alabama legal-process sources are compared by role. Detail routes here instead of being copied into every digest.

A live media instrument for rendering, measuring, transforming, and reading the frame, running entirely in your own browser.

Name a seed, pick from ninety-five instruments, and this site's own engine draws your plate in the browser. Forty-two full-size plates sit below it.

active Retro Engine is an embedded browser studio for images, drawing, GLSL, and audio traces. It applies pixelation, hardware palettes, ordered dithering, early-3D shading, CRT processing, and stackable effects, then exports images, patches, MIDI, relief or disc data, and Loom handoffs.

shipped Engine Revival is a Python tool for building, validating, auditing, indexing, and rendering public-safe metadata about historical engine revivals. It can also generate an out-of-tree BRender CMake harness from a public checkout.

shipped BRender Archival rebuilds Argonaut BRender from its public MIT source, runs the restored code through a 21-stage native test ladder, captures reproducible renders, and packages the generated harness, README, captured test transcripts, checksums, and a release receipt without copying the upstream source.

active Active Skyrim SE/AE ENB shader-suite work; branch state and live-host acceptance remain separate from public release state.

active Skyrim SE/AE ENBSeries 0.504 shader suite with procedural sky, clouds, aurora, exposure, tone mapping, and an optional camera bridge.

active ENB Runtime Core is a C++23 embedded runtime library that identifies an already-loaded ENBSeries host, validates its SDK surface, queues callbacks outside callback context, coordinates save quiescence and reapplication, and gates a fail-closed Skyrim engine bridge.

active SkyrimBridge is an SKSE plugin that exposes Skyrim live engine state, record editing surfaces, asset conversion, a versioned ABI, diagnostics, and shared-memory command channels to shaders and external tools, with an optional D3D11 rendering tier.

active RAW is a D3D11 rendering platform for Skyrim SE that combines proxy-level pipeline ownership with SKSE-driven mid-frame effect dispatch, hot-reloadable HLSL, frame capture, GPU diagnostics, and a focused set of screen-space lighting and post-processing effects.

Weave any picture into working cloth. Send a frame from the Retro Engine, the Studio, or the Gallery, and read or write a real WIF draft.

A bounded lab for turning selected Current Story artworks into real, disclosed Gaussian-splat scene experiments without replacing the canonical source images.

Seventeen images shown in the order they were made: a chronological visual sequence selected by Zain Dana Harper.

Every artwork this session produced that is still recoverable, published whole rather than curated down to the good ones.

Explore Zentropy Editorial and Mono: two original typefaces in development. Try your own text in limited browser previews.

A reading specimen of the typography currently used by Zentropy Labs, with a look at the direction of our original type work.

Technical support engineering, developer operations, implementation support, release support, and software QA.

Evaluation tooling, Python developer tools, test infrastructure, and research-engineering support.

Physical work, public-facing service, grounds experience, and safety-minded operations.

Role-specific public resume routes for Zain Dana Harper.

Public-safe CV for Zain Dana Harper with bounded role evidence.

Accepted external work before owned systems, then public portfolio breadth.

General public cover letter for Zain Dana Harper.

The personal story behind the work: optional, and kept apart on purpose. The tools stand on their own; this is how they came to be, and who they're really for.

A public request for small AI-assisted workflow examples where the claim, evidence, checks, and unverifiable remainder matter.