Twelve failures. One architectural problem.
How I connected apparently separate Hermes defects, corrected the architecture that joined them, and built a closed-loop series of public artifacts around the result.
Read the workMany kinds
of making.
Software and original methods. Research and teaching. Business, service, and craft. The work is varied; the details matter.
Questions worth asking
Corporate responsibility, citizenship, first-year teaching, and the patient work of analysis.
Explore the story Business, finance & operationsThe work between people
Customer relationships, financial education, support systems, and the details that keep a business working.
Explore the story Food & hospitalityCraft, service & the people behind it
Years of bread, pastry, original menus, purchasing, costing, kitchen leadership, and service.
Explore the story Hermes Agent · Nous ResearchBuilding the system. Connecting the work.
I build Hermes through code, architecture, and technical review. My work connects local failures to the structures that produce them—and makes the reasoning visible in the repository itself.
Explore the storyWork, in detail.
Read the story, see the artifact, and follow the original sources.
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5×2×3: engineering agreement you can inspect
My architecture for separating analysis, production, and judgment—so a convincing answer never becomes its own proof.
Read the workGodfile decomposition: making change possible
How I turn an oversized, load-bearing module into inspectable responsibilities while making every compatibility claim answerable to evidence.
Read the workReview is an engineering contribution.
My adversarially verified transformation model applied to other contributors’ code: architecture, exact-version findings, real-path proof, and repair receipts.
Read the workQuestions worth asking
Corporate responsibility, citizenship, first-year teaching, and the patient work of analysis.
Read the workThe work between people
Customer relationships, financial education, support systems, and the details that keep a business working.
Read the workCraft, service & the people behind it
Years of bread, pastry, original menus, purchasing, costing, kitchen leadership, and service.
Read the workBuilding the system. Connecting the work.
I build Hermes through code, architecture, and technical review. My work connects local failures to the structures that produce them—and makes the reasoning visible in the repository itself.
Read the workTitanic: My Model Will Go On
23 experiments, 16 recovered earlier versions, one very dramatic iceberg. A Titanic movie parody with real scores, an illustrated Kaggle continuation, and a validation audit.
Read the workGrocery Data Analysis
The complete graduate project: Python preprocessing, database design, SQL queries and results, 44 original figures, and R verification of my published dataset.
Read the workChicago Rail Atlas
Explore Chicago station by station: the geography of eight rail lines, local ridership history, and current service information.
Read the workSemantic Interlock — the graph I composed in Hermes
The graph already exists inside Hermes Agent. This visualization recovers my formal interlocks and graph-composition comments among records I directly worked on.
Read the workProfessional Profile Handoff
A human portfolio with one browser-discoverable tool that returns the same complete professional profile as structured JSON.
Read the workTwenty-file decomposition campaign
A parallel engineering program that split twenty authority-concentrated files into bounded modules.
Read the workRefusal Algebra
A typed model for consequential agent outcomes and their effects on external state.
Read the workGraph-gated engineering
A model-first method for coordinating complex transformation before parallel implementation begins.
Read the workAuthority Execution Layer
A continuous authority path from identity and admission through execution, settlement, and reconciliation.
Read the workCodebase Simplification — PR #102117
This merge completes the godfile-eradication work I started in Hermes Agent. Teknium completed the simplification. My review protected MCP tool schemas through extraction and preserved contributor credit and merge coordination.
Read the workSafe Recovery Guidance — PR #101735
Recovery review contributor to safer database-corruption guidance. I caught a recovery command that the actual CLI could not execute; the merged correction provides valid inspect-only or output-based recovery commands and checks them against the real parser. Kshitij integrated salch-cred's original work and the review fixes.
Read the workReliable Compression Across Remote Sessions — PR #100931
Diagnosis and design contributor to reliable manual compression. The merged integration credits my design trace with JoaoMarcos44: long-running compute-host compression now reports pending and adopts its late completion, refreshing session state instead of reporting a false timeout. Implementation preserves vsd2807's contribution and Teknium's integration.
Read the workRestoring CI Without Changing Release Policy — PR #100752
Review contributor to restoring CI workflow dispatch without changing release policy. I caught a repair that also re-enabled a deliberately disabled desktop test lane, requested a focused correction, and verified the replacement restored the full job graph while preserving the intended test policy. Teknium authored the fix.
Read the workPreserving Useful Background Compression — PR #99742
Field-validation and safety-review contributor to long-running conversation compression. I supplied Discord evidence of an over-threshold session losing useful compression work, then reviewed the watermark boundary that lets a safe background summary finish without overwriting newer conversation state. Teknium authored the merged implementation.
Read the workTool Deferral With Essential Capabilities Preserved — PR #97979
Reviewed the core-tool deferral rollout against real capability use, schema validation, and compatibility seams. I called for structured clarification to remain immediately visible after Teknium's A/B evaluation showed a regression; the merged change keeps it outside the default deferred set. The implementation and evaluation are Teknium's work.
Read the workProcess Supervision for MCP — PR #101598
Review contributor to reliable MCP process supervision. I identified a broken-pipe path that left surviving server groups unguarded and required profile-scoped ownership coverage. Kshitij reproduced and fixed the blocker while integrating jonpol01's shared-supervisor design, preserving supervision across recovery and teardown.
Read the workResponsive Credential Exchange — PR #101603
Review contributor to keeping the dashboard responsive during credential-provider network failures. My feedback added one in-flight exchange per token and cleanup of late HTTP responses, preventing repeated polls from multiplying hung workers or leaking responses. Kshitij implemented the review fixes on peetteerr's original off-loop change.
Read the workSafe Database Shutdown — PR #101118
Review contributor to safer gateway shutdown. I identified that an expired wait budget still allowed the database to close while a worker could be writing. JoaoMarcos44's merged correction skips that close and checkpoint when gateway-owned workers survive, with a regression test proving the safety boundary.
Read the workStable Conversation Identity and Warm AI Caches — PR #100137
My reviews identified identity and lifecycle defects in declared-conversation caching, including cross-source collisions and session rebinding. JoaoMarcos44’s implementation merged with those repairs and co-author credit retained.
Read the workReliable Hermes Installation on Android — PR #100574
Diagnosed the Termux installer's mismatch with Hermes's supported Python range and defined a two-stage repair: provision a supported interpreter first, then validate newer Python as a complete runtime change. The merged installer follows that strategy with compatible-version selection and a Termux User Repository fallback, preserving gustbr's implementation.
Read the workKeeping Credential Exports Out of Source Repositories — PR #100101
Security review contributor to keeping credential-bearing profile exports out of source repositories and container build contexts. My blocking review led to destination-based path checks, fail-closed export routing, and safer temporary storage. Teknium's merged integration preserves JoaoMarcos44's original implementation and Kshitij's three review fixes.
Read the workOne Session, One Writer — PR #99719
My review found two gaps in session ownership: automatic continuation bypassed admission, and unreadable coordination state allowed work to proceed. Futahua’s implementation and the merged follow-up now enforce one writer per session across those paths.
Read the workCorrect Tool Identity Across xAI Transports — PR #99499
Review and design contributor to the xAI tool-search repair. I identified alias collisions and lost name provenance across both transports; the merged fix records aliases per request, reverses only names actually emitted, and prevents stale mappings from dispatching the wrong tool. Teknium integrated the original contributions from Git-on-my-level and liuhao1024.
Read the workCorrect Scheduling Across Concurrent Profiles — PR #99496
Identified a concurrency bug that could pair one profile's identity with another profile's timezone and persist the wrong cron schedule. My review called for atomic cache ownership and a real scheduling regression test. The merged integration implements that boundary with a locked per-profile cache, building on qdivan's original fix.
Read the workAuthorization for Group Chats Across Gateways — PR #99244
Authorization reviewer for group chats spanning multiple gateways. I verified that changed execution policy requires fresh approval, replacement grants are checked before publication, and pending work cannot silently acquire new authority. The merged implementation preserves dokterdok's authorship and Teknium's regression coverage.
Read the workShared Credentials Across Profiles and Processes — PR #98245
My reviews traced credential ownership across profiles, persistence, and processes. The merged work preserves JoaoMarcos44’s implementation and adds the cross-process protection and verification repairs those reviews required.
Read the workPreserving Images Through Context Compaction — PR #98544
My fix keeps image-only user messages intact when Hermes compacts conversation history, while enforcing the retention budget and rejecting malformed content. Teknium integrated my original implementation and credited me as the earliest submitter.
Read the workReliable Recurring Tasks in Hermes — PR #98275
I corrected Hermes's scheduling contract: '30m' creates a recurring interval, while 'in 30m' creates a one-time task. My implementation also handles repeat values such as 'forever' without crashing. Teknium integrated the change.
Read the workConsistent Recurring-Task Updates — PR #98290
Design contributor to consistent recurring-task updates. The merged fix explicitly adopts the shared normalization shape from my original PR, so create and update paths handle repeat values such as forever, once, and numeric strings through one boundary while preserving completion counters and rejecting invalid input. Teknium implemented the integration.
Read the workScreenshot Integrity Without Weakening Redaction — PR #97078
My boundary reviews helped turn a screenshot repair into a precise rule: preserve protocol-defined image bytes while continuing to redact sensitive text. liuhao1024’s three commits merged with the requested coverage across binary carriers.
Read the workManaged Remote Updates — PR #95942
My managed SSH update engine was integrated into Hermes Desktop with authorship preserved. It coordinates connection ownership, identity checks, recovery, and update receipts. Teknium adapted the main-process integration.
Read the workPreserving Saved Logins Through macOS Updates — PR #95283
My review caught repeated deletion of the key protecting gateway and OAuth credentials. DavidMetcalfe’s merged repair preserves that key and verifies signing before reporting success.
Read the workProvenance Checks for Container Updates — PR #95722
I created the image-provenance marker and reader integrated into Hermes's shared update gate, with my authorship preserved. Image-managed installations now reject unsafe in-place updates across the CLI and dashboard.
Read the workPreserving Tool Calls and Their Execution Order — PR #93433
My review required confirmed completion before pending tool calls could execute, correct handling of empty arguments, and preserved call order. cxxCoolStar’s core repair and the merged follow-up close those gaps in streamed Responses output.
Read the workDatabase Repair That Preserves the Original — PR #93353
My database-repair work moves recovery attempts to an isolated SQLite snapshot and promotes it only after a health check. Failed repair preserves the original data. Teknium integrated this work alongside @fangliquanflq's session-recovery changes.
Read the workReliable Plugin Discovery in Hermes Desktop — PR #92820
My plugin-discovery fix stops missing Desktop entry points from flooding the console with errors and removes stale registrations when a plugin disappears. Teknium integrated my original implementation with authorship preserved.
Read the workShared Agent Rooms Across Desktops and Gateways — PR #91279
My technical review drove the revision and compare-and-swap design behind shared Bot Group rooms. TheTom authored the core protocol; Teknium integrated it with room-lifecycle fixes so history syncs across clients, survives gateway loss and cannot revive disbanded rooms.
Read the workAtomic Activation and Connection Safety — PR #89483
My review surfaced inconsistent desktop activation and failed connection resolution. The merged repair makes activation atomic and rejects failed resolution. jackulau authored the preserved implementation; Teknium integrated it.
Read the workThe Hermes Semantic Interlock Graph
Explore the published snapshot of semantic links across public Hermes issues, with search, filters, a map, an accessible index, and source records.
Read the workHermes Webhook Revolution
The full webhook surface repair implementation plan, with the preserved Markdown, section navigation, and copy/download controls.
Read the workDarkloom — The Verification Architecture That Ships
A published account of Darkloom's verification architecture, illustrated with fourteen diagrams and six visual identity studies.
Read the workMise — Hermes Memory Provider Specification
The complete currently published specification, including its Notion model, retrieval and write contracts, implementation boundaries, and copyable instructions.
Read the workAll sixteen voyages.
The complete recovered Titanic notebook archive: original code, saved outputs, failed executions and downloads.
Read the workMisanthropic: the $200 space opera.
A Galaga-inspired illustrated satire of premium subscriptions, moving limits, and moral grandstanding. Dario’s mothership comes with receipts.
Read the work