Skip to content
View atomicdjt's full-sized avatar

Block or report atomicdjt

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Content in all repositories owned by your account will be closed.
Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
atomicdjt/README.md
David Turner — systems, verification, and AI-assisted engineering

Portfolio LinkedIn Repositories Email



I build systems whose claims can be inspected.

Software, open-source contributions, and technical writing centered on verification, provenance, explicit limits, and reviewable evidence.


Engineering evidence dashboard

Systems I build

Systems landscape connecting four featured projects to a shared engineering core

↔️ Trajectory Fidelity Bridge

Portable coding-agent trajectories without pretending portability is native resumption.

ATIF v1.7 reference implementation with namespaced fidelity/loss accounting, Claude Code normalization, OpenInference projection, and explicit boundaries around what cannot survive an agent handoff.

Python 3.11+ · Pydantic · pytest · mypy · Ruff · OpenTelemetry



Source →  ·  Issues  ·  PyPI

🧾 Validation Ledger

A traceable decision system built around evidence, counterevidence, and inspectable scoring.

Local-first evidence → hypothesis → decision workflows with an independent-oracle differential test suite designed to expose scoring divergence instead of hiding it.

TypeScript · React · Dexie · Vitest · Playwright · axe-core



Source →  ·  Live demo

🕸️ WeaveStudio

Visual workflows where claims retain a path back to their sources and human review gates.

Local-first workflow composition with claim provenance, portable exports, browser verification, accessibility checks, and acquisition-package validation.

TypeScript · React · XYFlow · Vitest · Playwright · jsPDF



Source →  ·  Live demo

◉ BuildWorld AI

Deterministic graph simulation for cascades, sensitivity, and reproducible scenario analysis.

A visual simulation lab with graph-based propagation, stability heuristics, reproducibility metadata, and exportable scenario reports.

TypeScript · React · Vitest · Playwright · Vite



Source →  ·  Live demo

External proof: upstream engineering

My strongest credibility signal is not repository count or self-reported expertise; it is work that survived outside review.

PR Project What changed Result
#320 Grid Dynamics Rosetta Removed quadratic backtracking from a dangerous-command matcher Merged after independent equivalence, scaling, and mutation checks
#319 Grid Dynamics Rosetta Removed unreachable authorization behavior and hardened dataset lookup Merged after substantive review and correction
#322 Grid Dynamics Rosetta Added regression coverage for dataset-name resolution branches Merged after fixture gaps were identified and corrected
#299 Grid Dynamics Rosetta Extended a dangerous-action guard to equivalent force-delete forms Merged
#9619 super-productivity Kept visible task order synchronized with persistent movement actions Merged

Rosetta #320 is the clearest proof point. A reviewer independently checked equivalence across roughly 5.5 million inputs, then re-verified the corrected head across 1.6+ million differential cases after review changes. The review also reproduced the O(n²) → O(n) scaling and mutation-checked the verification harness.

Read the external-validation case study →

Transparency: OpenClaw #125740 was closed without merge or recorded human approval. I do not present it as accepted upstream work.

Repository taxonomy: the repositories presented as original systems use the shared portfolio identity. Public forks used for upstream contribution work intentionally retain their upstream branding and history rather than being styled as original projects.

Engineering method

Verification-oriented engineering workflow

The recurring pattern is deliberate: define what must remain true → make the smallest defensible change → build checks capable of falsifying the claim → invite review → narrow the final claim to what survives.

Tooling represented in the work

Python TypeScript React Vite Vitest Playwright Pydantic OpenTelemetry

Technical writing

External validation

What upstream review actually established →

A compact evidence record for the merged Rosetta and super-productivity contributions.

Agent interoperability

From Claude Code JSONL to ATIF v1.7 →

What survives an agent handoff, what is lost, and why interchange is not native session resumption.

Verification

Your AI agent finished the task. What did it actually prove? →

Separating artifact, behavioral, provenance, boundary, and independent evidence.

Technical communication

Pull request descriptions that survive review →

PR structure designed to expose assumptions, verification, and limitations to scrutiny.

AI-assisted authorship & claim boundaries

This is an AI-assisted portfolio. I direct product strategy, requirements, scope boundaries, acceptance criteria, verification expectations, and public claims. AI systems assist with implementation, research, debugging, testing, and drafting; I review, revise, reject, validate, and take responsibility for what is published.

Commercial availability does not imply verified revenue, customers, active users, or completed acquisitions. Deterministic scores are heuristics, not certified predictions. Local-first storage is not automatically encrypted, durable, synchronized, or compliant.


Useful criticism is specific

If you find a broken assumption, weak verification step, misleading claim, confusing interface, or a simpler design, open an issue.

Portfolio · Repositories · Writing · LinkedIn · Email


Evidence first. Claims second.

Pinned Loading

  1. AI-Project-Portfolio AI-Project-Portfolio Public

    Source-backed applied AI and technical-operations portfolio with deployed local-first tools, tests, CI, and verification evidence.

    JavaScript 2

  2. buildworld-ai buildworld-ai Public

    Local-first visual systems simulation lab for reproducible graph scenarios, bottlenecks, cascade risk, sensitivity analysis, and exportable reports.

    TypeScript 1

  3. weavestudio weavestudio Public

    Local-first visual workflow canvas for turning messy research and client inputs into structured, reviewable, exportable deliverables.

    TypeScript 1

  4. trajectory-fidelity-bridge trajectory-fidelity-bridge Public

    Coding-agent trajectory portability: Claude Code to ATIF v1.7 with fidelity accounting, redaction, and historical observability projection.

    Python 2

  5. validation-ledger validation-ledger Public

    Local-first workspace for traceable product discovery: source to evidence to hypothesis to decision, with explicit counterevidence.

    TypeScript 1