Charlotte-based Forward Deployed AI Researcher · Agentic AI Engineer
Building verifiable, long-horizon agent systems · Research, implementation, and open source
Gradia · Snorkel AI · AxiomConsulting.ai · Agentics Foundation
I am Rudy Mizrahi Celekli, also known professionally as Rudy Celekli. My work focuses on verifiable long-horizon agent environments, evaluator robustness, deterministic replay, causal fault isolation, and evidence-bound execution.
The operating principle is simple: preserve the world state, replay the action, challenge the evaluator, isolate the failure, and retain enough evidence for another person to check the claim. Public ownership, upstream contribution, measured results, and exploratory work stay explicitly separate.
Canonical research profile · Model-readable evidence · ORCID · Gradia research role
All 34 current Top-5 positions:
GitHub rank #1: iFixAi · 31k ★ · helix-foundry · 1.6k ★
GitHub rank #2: agency-agents · 163k ★ · MoneyPrinterTurbo · 134k ★ · claude-mem · 102k ★ · Ruflo · 78k ★ · marketingskills · 56k ★ · anatomy · 18k ★ · openrig · 8.0k ★ · CCBaga · 2.8k ★ · edgequake · 2.3k ★ · Agentic-QE · 510 ★ · cortexdb · 467 ★ · imajev · 405 ★ · graphicle · 334 ★ · agent-chrome-relay · 295 ★ · OpenGTM · 63 ★
GitHub rank #3: ai-job-search · 62k ★ · diagram-design · 59k ★ · e2e · 12k ★ · autoharness · 11k ★ · open-dots · 5.9k ★ · cost-xray · 5.8k ★ · Peekaboo · 5.4k ★ · talorys · 1.4k ★ · open-ontologies · 1.2k ★
GitHub rank #4: rea · 354k ★ · gods-eye-view · 59k ★ · CowAgent · 47k ★ · oh-my-claudecode · 40k ★ · Hands-On-AI-Engineering · 4.0k ★ · leantoken · 117 ★
GitHub rank #5: mcp-go · 9.2k ★ · harnessrouter · 3.2k ★
Sort and inspect all 34 Top-5 positions with GitHub evidence →
All-time rank from GitHub's Contributors API · repository stars are reach, not personal credit · refreshed 2026-10-21 UTC
| System | Problem | Inspectable response | Maturity |
|---|---|---|---|
| Gradia | AI implementation is difficult to reproduce, inspect, and improve across long-running work. | A research and implementation lab connecting Blocks · Factory · Verify · Workers · Intelligence, with AxiomConsulting.ai as its forward-deployed implementation arm. | Research foundation established; broader verified-software-factory products remain in development. |
| KYA Evidence | Agent identity and capability claims are usually broader than their evidence. | A portable, scope-bound Know Your Agent protocol that binds the exact system, evidence, and relying-party policy. | Experimental public reference implementation and standardization path, not an adopted industry standard. |
| Proof stack | Agent output can look plausible while its execution record, evaluator, or regression boundary is wrong. | Gradia Guard records proof-bound execution, ProofSeal retains behavioral claims, and TestLore turns testing history into reusable quality intelligence. | Public source with linked code, releases, and explicit claim boundaries. |
Current public frontier: TestLore · Gradia Guard · ProofSeal · code-transplant
Frontier selections are re-ranked every 30 minutes from public reach, shipping recency, releases, attributed work, and repository completeness · last ranked 2026-10-21 UTC · private Gradia repository evidence remains private
This is a generated point-in-time pulse. A merge is accepted upstream work; a release is public shipping evidence; repository activity alone is neither.
Every 30 minutes, the ledger discovers public upstream attribution and rebuilds this timeline from individual GitHub receipts. Only merged PRs contribute accepted-code totals. The amber orbit is the current public open queue, never accepted work. Stars and forks describe repository reach, not personal credit.
All 70 verified upstream projects are shown here. Open the sortable evidence explorer →
| Project, purpose and evidence | Primary impact | GitHub API rank | Attributed commits | Merged PRs | Accepted lines (+ / −) | Files | Repository reach |
|---|---|---|---|---|---|---|---|
| claude-mem · GitHub-listed contributor Persistent Context Across Sessions for Every Agent – Captures everything your agent does during sessions, compresses it with AI, and injects relevant… |
Reliability & correctness 214 of 223 merged PRs |
#2 | 224 | 223 | +25,727 / −2,233 | 793 | 102,071 ★ · 8,989 forks |
| openrig · GitHub-listed contributor Build your own network of agents from Claude Code, Codex and Pi: persistent teams with roles, shared context and owned work. |
Reliability & correctness 202 of 217 merged PRs |
#2 | 217 | 217 | +16,668 / −1,337 | 615 | 8,039 ★ · 648 forks |
| MoneyPrinterTurbo · GitHub-listed contributor Generate HD short videos from a topic or keyword with an automated AI workflow. |
Reliability & correctness 180 of 207 merged PRs |
#2 | 207 | 207 | +15,662 / −1,132 | 485 | 133,658 ★ · 21,094 forks |
| CowAgent · GitHub-listed contributor Open-source personal AI assistant & Agent Harness. Plans tasks, runs tools and skills, self-evolves with memory and knowledge. Multi-agent, multi-mod… |
Reliability & correctness 163 of 179 merged PRs |
#4 | 194 | 179 | +14,445 / −1,153 | 441 | 47,496 ★ · 10,400 forks |
| agency-agents · GitHub-listed contributor A complete AI agency at your fingertips - From frontend wizards to Reddit community ninjas, from whimsy injectors to reality checkers. Each agent is… |
Reliability & correctness 98 of 177 merged PRs |
#2 | 190 | 177 | +2,879 / −1,038 | 212 | 162,761 ★ · 26,256 forks |
| iFixAi · GitHub-listed contributor Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing… |
Reliability & correctness 128 of 171 merged PRs |
#1 | 171 | 171 | +19,684 / −872 | 496 | 31,102 ★ · 1,595 forks |
| marketingskills · GitHub-listed contributor Marketing skills for Claude Code and AI agents. CRO, copywriting, SEO, analytics, and growth engineering. |
Reliability & correctness 120 of 167 merged PRs |
#2 | 210 | 167 | +12,400 / −1,496 | 881 | 55,762 ★ · 8,255 forks |
| Ruflo · GitHub-listed contributor Agent orchestration & autonomous workflows. |
Reliability & correctness 143 of 166 merged PRs |
#2 | 318 | 166 | +15,462 / −2,072 | 518 | 78,094 ★ · 9,184 forks |
| Agentic-QE · GitHub-listed contributor Agentic quality engineering infrastructure. |
Reliability & correctness 100 of 159 merged PRs |
#2 | 252 | 159 | +26,587 / −4,432 | 639 | 510 ★ · 101 forks |
| rea · GitHub-listed contributor Reverse engineer anything with agents, from app behavior down to native binaries. |
Reliability & correctness 81 of 83 merged PRs |
#4 | 91 | 83 | +32,808 / −2,976 | 666 | 354,110 ★ · 88,948 forks |
| Vibe-Trading · GitHub-listed contributor "Vibe-Trading: Your Personal Trading Agent". |
Reliability & correctness 67 of 79 merged PRs |
#6 | 99 | 79 | +5,902 / −488 | 205 | 36,118 ★ · 5,846 forks |
| Peekaboo · GitHub-listed contributor Peekaboo is a macOS CLI & optional MCP server that enables AI agents to capture screenshots of applications, or the entire system, with optional visu… |
Reliability & correctness 62 of 64 merged PRs |
#3 | 64 | 64 | +6,708 / −861 | 276 | 5,359 ★ · 412 forks |
| oh-my-claudecode · GitHub-listed contributor Teams-first Multi-agent orchestration for Claude Code. |
Reliability & correctness 52 of 57 merged PRs |
#4 | 71 | 57 | +10,966 / −2,031 | 258 | 40,146 ★ · 3,594 forks |
| cortexdb · GitHub-listed contributor AI memory and a knowledge graph in one SQLite file. Pure Go: vectors, RAG, agent memory, RDF/SPARQL, Cypher, 80+ MCP tools. Works without an embeddin… |
Reliability & correctness 51 of 55 merged PRs |
#2 | 55 | 55 | +3,452 / −242 | 118 | 467 ★ · 25 forks |
| colibri · GitHub-listed contributor Run frontier MoE models on hardware you already own — pure C, zero deps, experts streamed from disk. Tiny engine, immense model. 🐦. |
Reliability & correctness 48 of 55 merged PRs |
#9 | 39 | 55 | +4,996 / −208 | 153 | 43,163 ★ · 4,848 forks |
| OpenGTM · GitHub-listed contributor Open-source, self-hosted alternative to Clay.com for lead sourcing, enrichment waterfalls, AI research, buying signals, and outbound automation. |
Reliability & correctness 47 of 49 merged PRs |
#2 | 55 | 49 | +4,476 / −235 | 128 | 63 ★ · 20 forks |
| agent-beacon · GitHub-listed contributor The cross-harness, self-improving memory layer for AI agents. Join our community: https://discord.com/invite/zdNChS2fBu. |
Reliability & correctness 43 of 46 merged PRs |
#6 | 46 | 46 | +4,157 / −821 | 234 | 2,313 ★ · 208 forks |
| ai-job-search · GitHub-listed contributor The job search that runs on your machine. AI job application framework built on Claude Code: evaluate postings, tailor CVs, write cover letters, prep… |
Reliability & correctness 38 of 41 merged PRs |
#3 | 41 | 41 | +3,123 / −158 | 143 | 62,312 ★ · 19,257 forks |
| anatomy · GitHub-listed contributor An agent skill for creating detailed, interactive isometric illustrations of real-world machines and complex systems. Generates polished SVGs with op… |
Reliability & correctness 30 of 37 merged PRs |
#2 | 41 | 37 | +2,220 / −227 | 142 | 18,146 ★ · 1,403 forks |
| edgequake · GitHub-listed contributor EdegQuake 🌋 High-performance GraphRAG inspired from LightRag written in Rust; Transform documents into intelligent knowledge graphs for superior retr… |
Reliability & correctness 28 of 35 merged PRs |
#2 | 48 | 35 | +2,402 / −259 | 77 | 2,279 ★ · 273 forks |
| e2e · GitHub-listed contributor Next generation e2e testing framework for web and mobile apps. |
Reliability & correctness 20 of 35 merged PRs |
#3 | 35 | 35 | +1,851 / −173 | 158 | 11,589 ★ · 599 forks |
| ai-memory · GitHub-listed contributor Solution for long term memory for agent coding CLIs and to facilitate handoff between different agent vendors. |
Reliability & correctness 32 of 32 merged PRs |
#9 | 37 | 32 | +2,476 / −140 | 88 | 12,052 ★ · 854 forks |
| gods-eye-view · GitHub-listed contributor A spy satellite simulator in your browser, except the data is real. Live open source spatial intelligence on a photorealistic 3D globe. |
Reliability & correctness 25 of 30 merged PRs |
#4 | 62 | 30 | +2,992 / −183 | 153 | 58,686 ★ · 11,438 forks |
| Hands-On-AI-Engineering · GitHub-listed contributor A curated collection of practical AI projects implementing OCR systems, RAG, AI agents, and other AI use cases. |
Reliability & correctness 28 of 30 merged PRs |
#4 | 30 | 30 | +3 / −1,014 | 95 | 4,028 ★ · 966 forks |
| helix-foundry · GitHub-listed contributor Your company's data, connected into one ontology, on your own computer. A local-first data workspace built on HelixDB and DuckDB. |
Reliability & correctness 15 of 30 merged PRs |
#1 | 30 | 30 | +6,597 / −269 | 117 | 1,641 ★ · 247 forks |
| hindsight · GitHub-listed contributor Hindsight: Agent Memory That Learns. |
Reliability & correctness 23 of 24 merged PRs |
#13 | 24 | 24 | +1,546 / −116 | 58 | 52,247 ★ · 6,196 forks |
| VLMEvalKit · GitHub-listed contributor Open-source evaluation toolkit of large multi-modality models (LMMs), support 220+ LMMs, 80+ benchmarks. |
Reliability & correctness 14 of 24 merged PRs |
#7 | 24 | 24 | +1,942 / −100 | 65 | 4,450 ★ · 778 forks |
| diagram-design · GitHub-listed contributor Editorial diagram design for Claude Code, Codex, GitHub Copilot, Cursor, Factory Droid, and Pi. 44 diagram types. Self-contained HTML + SVG. No shado… |
Reliability & correctness 22 of 22 merged PRs |
#3 | 22 | 22 | +3,048 / −214 | 72 | 59,319 ★ · 3,818 forks |
| VoiceStudio · GitHub-listed contributor VoiceStudio is the open-source, fully-local ElevenLabs alternative — voice cloning, voice design, video dubbing, dictation, transcription & audiobook… |
Reliability & correctness 18 of 19 merged PRs |
#6 | 39 | 19 | +2,645 / −139 | 83 | 79,778 ★ · 8,772 forks |
| open-ontologies · GitHub-listed contributor Plan, apply and roll back changes to a production ontology, with a blast radius report and a proof an auditor can re-check. |
Reliability & correctness 18 of 19 merged PRs |
#3 | 25 | 19 | +3,528 / −165 | 70 | 1,184 ★ · 164 forks |
| open-dots · GitHub-listed contributor Open-source, self-hosted AI agent workspace and alternative to OpenAI Dots, Meta Muse, Grok Bot, Instinct, Manus Cue, Claude Cowork, and ChatGPT agen… |
Reliability & correctness 12 of 18 merged PRs |
#3 | 20 | 18 | +2,196 / −89 | 42 | 5,917 ★ · 719 forks |
| ghidra · GitHub-listed contributor Ghidra is a software reverse engineering (SRE) framework. |
Maintenance & integration 10 of 17 merged PRs |
#27 | 18 | 17 | +498 / −85 | 23 | 92,448 ★ · 10,352 forks |
| mcp-go · GitHub-listed contributor A Go implementation of the Model Context Protocol (MCP), enabling seamless integration between LLM applications and external data sources and tools. |
Reliability & correctness 14 of 14 merged PRs |
#5 | 14 | 14 | +937 / −313 | 34 | 9,179 ★ · 911 forks |
| utopia · GitHub-listed contributor World's first open-source enterprise world model. |
Maintenance & integration 6 of 13 merged PRs |
#6 | 13 | 13 | +303 / −32 | 21 | 8,473 ★ · 1,161 forks |
| CCBaga · GitHub-listed contributor Open-source software. |
Reliability & correctness 11 of 12 merged PRs |
#2 | 20 | 12 | +1,758 / −63 | 50 | 2,834 ★ · 293 forks |
| harnessrouter · GitHub-listed contributor HarnessRouter Community Edition: the self-hosted, Apache-2.0 edition of the unified interface for agent harnesses. Run Codex, Claude Code, Hermes, PI… |
Maintenance & integration 9 of 12 merged PRs |
#5 | 12 | 12 | +584 / −43 | 26 | 3,169 ★ · 348 forks |
| talorys · GitHub-listed contributor Your personal AI agent in your own Cloudflare account. Chat, memory, tasks, notes and scheduled reminders, deployed with one command: npx create-talo… |
Reliability & correctness 12 of 12 merged PRs |
#3 | 12 | 12 | +594 / −48 | 31 | 1,362 ★ · 117 forks |
| autoharness · GitHub-listed contributor Autoharness — a self-learning skill layer for Claude Code — distills skills from your real sessions, updates them as you work, and prunes the ones th… |
Reliability & correctness 10 of 11 merged PRs |
#3 | 13 | 11 | +660 / −29 | 28 | 10,544 ★ · 617 forks |
| agent-skills · GitHub-listed contributor Production-grade engineering skills for AI coding agents. |
Testing & evaluation 4 of 9 merged PRs |
#9 | 9 | 9 | +184 / −24 | 15 | 109,169 ★ · 11,383 forks |
| benchmark-radar · GitHub-listed contributor Track 33,707+ AI benchmark, eval, dataset, and data-quality records from 40 public sources, with linked evidence and daily updates. |
Maintenance & integration 4 of 7 merged PRs |
#9 | 11 | 7 | +1,027 / −44 | 22 | 303 ★ · 49 forks |
| agent-chrome-relay · GitHub-listed contributor Let your AI agents use your Chrome, signed in as you, in background tabs. By Alexey Indeev · blog: read.aindeev.com · X: @AlexeyIndeev. |
Reliability & correctness 7 of 7 merged PRs |
#2 | 7 | 7 | +715 / −33 | 25 | 295 ★ · 10 forks |
| archify · GitHub-listed contributor Turn any idea, plan, or codebase into a beautiful interactive diagram. An agent skill for Claude Code, Codex, and more. |
Reliability & correctness 4 of 6 merged PRs |
#13 | 8 | 6 | +196 / −56 | 18 | 86,862 ★ · 5,849 forks |
| cost-xray · GitHub-listed contributor See what Claude Code and Codex actually send to the API — and what each part costs. |
Reliability & correctness 4 of 6 merged PRs |
#3 | 6 | 6 | +109 / −6 | 12 | 5,845 ★ · 369 forks |
| openclaw · Default-branch commit verified The AI that really does things. Any OS. Any Platform. The lobster way. 🦞. |
Reliability & correctness 4 of 4 merged PRs |
— | 4 | 4 | +681 / −17 | 12 | 392,649 ★ · 82,539 forks |
| OpenMontage · GitHub-listed contributor World's first open-source, agentic video production system. 12 production pipelines, 100+ tools, 700+ agent skill and production-knowledge files. Tur… |
Reliability & correctness 4 of 4 merged PRs |
#9 | 4 | 4 | +355 / −12 | 8 | 70,506 ★ · 9,105 forks |
| graphicle · GitHub-listed contributor Code graph and memory for your coding agents, in one Rust program. For Claude Code, Codex, Cursor and any MCP client. |
Reliability & correctness 4 of 4 merged PRs |
#2 | 4 | 4 | +88 / −7 | 6 | 334 ★ · 27 forks |
| trueforge · GitHub-listed contributor The open-source agent harness - the runtime layer that turns an LLM into a working agent. |
Developer experience 2 of 3 merged PRs |
#22 | 3 | 3 | +36 / −17 | 6 | 6,324 ★ · 533 forks |
| leantoken · GitHub-listed contributor Code intelligence for agents: find the code that matters and keep your context window and tokens lean. |
Reliability & correctness 3 of 3 merged PRs |
#4 | 3 | 3 | +430 / −22 | 8 | 117 ★ · 13 forks |
| plexo · GitHub-listed contributor Speed up downloads by combining multiple network connections in parallel. |
Reliability & correctness 2 of 2 merged PRs |
#9 | 2 | 2 | +100 / −3 | 4 | 4,792 ★ · 330 forks |
| ms-365-mcp-server · GitHub-listed contributor A Model Context Protocol (MCP) server for interacting with Microsoft 365 and Microsoft Office services through the Graph API. |
Reliability & correctness 2 of 2 merged PRs |
#25 | 2 | 2 | +105 / −13 | 4 | 1,065 ★ · 396 forks |
| mcpproxy-go · GitHub-listed contributor Supercharge AI Agents, Safely. |
Reliability & correctness 2 of 2 merged PRs |
#17 | 2 | 2 | +165 / −11 | 11 | 398 ★ · 66 forks |
| nanobot · GitHub-listed contributor Ultra-lightweight, open-source, self-hosted personal AI agent framework in Python with WebUI, tools, memory, MCP, multi-agent workflows, automation,… |
Reliability & correctness 1 of 1 merged PRs |
#197 | 2 | 1 | +64 / −10 | 4 | 49,244 ★ · 8,660 forks |
| hyperframes · GitHub-listed contributor Write HTML. Render video. Built for agents. |
Maintenance & integration 1 of 1 merged PRs |
#59 | 1 | 1 | +2 / −1 | 1 | 68,901 ★ · 6,233 forks |
| agno · GitHub-listed contributor Build, run, and manage agent platforms. |
Reliability & correctness 1 of 1 merged PRs |
#305 | 1 | 1 | +332 / −6 | 2 | 42,850 ★ · 6,167 forks |
| litestream · GitHub-listed contributor Streaming replication for SQLite. |
Reliability & correctness 1 of 1 merged PRs |
#30 | 1 | 1 | +83 / −2 | 2 | 14,511 ★ · 441 forks |
| agentsview · GitHub-listed contributor Local-first session search, analytics, insights, and token use statistics for coding agents, supporting Claude Code, Codex, and more than 20 other ag… |
Reliability & correctness 1 of 1 merged PRs |
#71 | 1 | 1 | +294 / −24 | 5 | 6,222 ★ · 656 forks |
| AReaL · GitHub-listed contributor The RL Bridge for LLM-based Agent Applications. Made Simple & Flexible. |
Reliability & correctness 1 of 1 merged PRs |
#103 | 1 | 1 | +47 / −10 | 3 | 5,864 ★ · 635 forks |
| agent-memory · GitHub-listed contributor Long-term memory runtime for AI agents — plain Markdown as the source of truth, local ranked retrieval, and an independent sleep-time Manage layer. C… |
Maintenance & integration 1 of 1 merged PRs |
#8 | 1 | 1 | +86 / −4 | 5 | 4,296 ★ · 187 forks |
| cacheable · GitHub-listed contributor a robust, scalable, and maintained set of caching packages. |
Reliability & correctness 1 of 1 merged PRs |
#35 | 1 | 1 | +19 / −2 | 2 | 2,011 ★ · 206 forks |
| retentioneering-tools · GitHub-listed contributor Python toolkit, MCP server, and agent skills for reproducible, auditable clickstream and event log analytics. Helps AI agents, data scientists and an… |
Reliability & correctness 1 of 1 merged PRs |
#6 | 1 | 1 | +127 / −31 | 6 | 935 ★ · 143 forks |
| terminal-bench-science · GitHub-listed contributor Terminal-Bench-Science: Evaluating AI agents on research workflows across scientific domains. |
Performance & scale 1 of 1 merged PRs |
#41 | 1 | 1 | +1 / −1 | 1 | 748 ★ · 490 forks |
| xpath · GitHub-listed contributor XPath package for golang, supports HTML, XML, JSON document query and more. |
Maintenance & integration 1 of 1 merged PRs |
#24 | 1 | 1 | +51 / −2 | 4 | 742 ★ · 112 forks |
| imajev · GitHub-listed contributor Open Jev-style typed-decision model that also takes images: photo + app state + typed questions in, calibrated probabilities out, locally. |
Maintenance & integration 1 of 1 merged PRs |
#2 | 1 | 1 | +164 / −2 | 4 | 405 ★ · 47 forks |
| benchmark-radar-paper · GitHub-listed contributor Benchmark Radar technical paper: LaTeX manuscript, figures, and Overleaf collaboration. |
Security & trust 1 of 1 merged PRs |
#8 | 1 | 1 | +7 / −4 | 3 | 3 ★ · 10 forks |
| graphify · GitHub-listed contributor Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex,… |
Repository contribution GitHub commit attribution |
#26 | 8 | 0 | — | — | 131,011 ★ · 12,591 forks |
| hermes-agent · Default-branch commit verified The agent that grows with you. |
Default-branch engineering GitHub commit attribution |
— | 4 | 0 | — | — | 255,757 ★ · 55,739 forks |
| text-to-cad · GitHub graph verified Give your agent CAD superpowers. |
Repository contribution GitHub commit attribution |
— | 4 | 0 | — | — | 22,160 ★ · 2,170 forks |
| goplaces · GitHub graph verified Modern Google Places CLI in Go. |
Repository contribution GitHub commit attribution |
— | 3 | 0 | — | — | 262 ★ · 36 forks |
| mcporter · GitHub graph verified Call MCPs via TypeScript, masquerading as simple TypeScript API. Or package them as cli. |
Repository contribution GitHub commit attribution |
— | 2 | 0 | — | — | 5,081 ★ · 355 forks |
| poltergeist · GitHub graph verified The ghost that keeps your builds fresh - Universal hot reload, file watcher and build automation for any language. |
Repository contribution GitHub commit attribution |
— | 2 | 0 | — | — | 448 ★ · 40 forks |
Showing all 70 verified upstream projects · 28 qualifying owned public repositories tracked separately · sortable explorer · machine-readable evidence
Impact categories are deterministic dominant-intent signals from merged PR titles, not a substitute for code review. GitHub contributor rank is the API's one-based all-time ordering; unavailable rank is not treated as zero. Last verified 2026-10-21 UTC · visual + evidence refreshed every 30 minutes by GitHub Actions · machine-readable evidence
Agentic Power asks how much accepted skilled work one hour of human direction can command. I expose the numerator, denominator, assumptions, and uncertainty because a large multiplier without its evidence boundary is not a serious measurement.
Direction includes active briefing, steering, review, correction, and coordination. It excludes agent runtime and waiting. This is a transparent scenario with inspectable inputs, not a completed Full Evidence Audit.
Framework and formula · calculation evidence · public upstream evidence and visuals refreshed every 30 minutes; redacted repository snapshot retained until a private read credential is available
Direct goals, constraints, acceptance criteria, escalation
Orchestrate models, agents, tools, memory, and bounded loops
Verify receipts, replay, tests, independent challenge
Improve measured failure becomes a better next run
- Can we trust the record? Proof-bound execution evidence.
- Can we trust the score? Adversarial evaluator stress testing.
- Can we reproduce the result? Deterministic replay and committed artifacts.
- Can an agent remember? Regression memory before another change reaches history.
The standard is not that an AI system sounds convincing. It is that the system can show its work without asking you to trust the system.
I lead AI Tinkerers Charlotte, a demo-first room for people shipping real AI systems, and serve as Regional Ambassador for the Agentics Foundation, connecting builders working on practical agentic AI.
Connect on LinkedIn → Explore Gradia → Inspect the evidence → Research record →
Based in Charlotte · working in public · claims stay attached to evidence