WebGPU, without the hype
Evaluate a WebGPU migration with feature detection, fallback tests, and the same reference scene. Measure the rendering workload before claiming a speed gain.
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Multi-agent work needs a contract
Define useful handoffs before adding AI workers. Compare agent teams under matched budgets and inspect coordination failures using recent research.
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96 out of 100: reading a benchmark honestly
Examine the evidence behind an archived 96-versus-95 benchmark result. Plan paired trials and scorer audits for a comparison that can support a conclusion.
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A day of work needs a readable record
Write useful daily work updates that connect operation traces to verified outcomes, unresolved questions, and the next person responsible for the work.
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A frontend stack is a set of boundaries
Choose a frontend stack around a measurable 3D workflow. Compare hydration, interaction, and server authority before committing to an application design.
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A land token needs a real-world right
Examine what a land token represents. Map token events to real-world rights and responsible parties, then test record reconciliation with fictional parcels.
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A library needs a way back to the source
Build a searchable archive with preservation manifests and source provenance. Test retrieval against corrections, changing facts, and the original record.
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A proof check must be able to fail
Test whether a validator can reject plausible errors. Distinguish numerical checks, invariants, and formal proofs before relying on a passing result.
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A quote is a versioned decision
Keep product quotes tied to the accepted design. Reconcile retries, stale revisions, and payment events while preserving the customer's agreed terms.
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A real-time 3D release checklist
Check a 3D website before release with capability tests, physical-device trials, and visual evidence tied to the exact application and asset build.
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A research roadmap with stop conditions
Plan AI experiments with fixed budgets, ablations, and stopping rules. Evaluate tokenizer and prompt changes through independent release decisions.
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AI 3D generation needs an asset gate
Evaluate AI-generated 3D assets before using them. Inspect TRELLIS.2 exports, separate geometry from appearance, and check results in the intended runtime.
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AI game tools need a playable slice
Evaluate AI game development tools through a playable slice. Use agent research for playtesting while checking the integrated game and human experience.
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AI software work needs an evidence trail
Review AI-generated code with evidence you can inspect. Audit the evaluator, identify the tested artifact, and connect each patch to its validation results.
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An AI research budget you can audit
Calculate the cost of an accepted AI result. Separate setup, training, inference, retrieval, and review before comparing research efficiency claims.
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Authorization belongs at every boundary
Test authorization where each action executes. Check tenant records, token audiences, delegated tools, and permission revocation across system boundaries.
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Collaborative 3D is a document problem
Design shared 3D editing around explicit document operations. Work through conflicting edits, local undo, validation, and accepted checkpoints.
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Designing a WebGPU rendering pipeline
Plan a Three.js WebGPU rendering pipeline with explicit pass contracts and attachment budgets. Test new features in isolated, measurable experiments.
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Diffusion speed needs an end-to-end measure
Compare AI generation speed through the accepted result. Evaluate LLaDA token editing and serving policies with validation, retries, and repair included.
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Digital twins need a validation loop
Evaluate a digital twin against held-out physical trials. Connect simulation, calibration limits, and uncertainty to the decision the model should support.
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Entities, components, and a building
Keep entity identities stable across packed buffers and procedural rebuilds. Compare incremental model updates with a clean rebuild to check the result.
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From reference to PBR material
Turn a visual reference into a PBR material you can check. Apply glTF material rules and compare surface channels together under consistent lighting.
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From transcripts to research evidence
Trace research claims from transcripts to their evidence. Build a dated source search and claim ledger, then turn uncertain statements into testable questions.
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Gaussian splats are not CAD
Compare Gaussian splats with measured CAD geometry. Review reconstruction methods alongside held-out camera checks and independent dimensional evidence.
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Generative media needs a production brief
Write a production brief for consistent AI-generated scenes. Compare image models against the same requirements and preserve provenance through the final edit.
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Governance is a working control
Turn an AI policy into a control you can test. Follow retrieval, memory, and delegated tools, then check both denied actions and legitimate outcomes.
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GPU memory is an ownership problem
Manage GPU memory through explicit resource ownership. Account for render attachments and loader lifetimes when diagnosing scene transitions in a web app.
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House ASI: a prototype with testable questions
Evaluate the archived House ASI prototype against simpler baselines. Compare fixed roles and adaptive optimization while keeping capability claims testable.
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KTX2 is a container, not a memory budget
Estimate KTX2 texture memory after transcoding. Check GPU block formats, loader behavior, and image quality together across the texture delivery path.
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Memory that can explain its sources
Evaluate AI memory through its sources and corrections. Test changing facts, reusable procedures, consolidation costs, and whether updates reach later answers.
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Mobile 3D starts with a budget
Make a mobile 3D page usable on target phones. Combine demand rendering, capability hints, and sustained interaction measurements on real devices.
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Natural language needs a configuration schema
Turn a spoken request into a valid product configuration. Check proposed commands, geometric meaning, and the saved result before accepting a change.
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NPC intentions need action boundaries
Connect AI character dialogue to bounded intentions and authoritative game actions. Review virtual-agent research and test interruption handling.
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Physics in the browser: define the simulation first
Test browser physics with repeatable Rapier scenes. Choose body control deliberately and build fixed-step replays within documented determinism conditions.
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Procedural terrain needs a stable world model
Keep procedural terrain consistent as tiles change. Version generated data, calculate partial updates, and compare optimized compute with a portable reference.
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Protection must survive a difficult request
Test protective controls beyond the first response. Check tools, persistent memory, later sessions, and nearby legitimate requests for boundary failures.
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React and 3D need different clocks
Keep React lifecycles and transient 3D updates coordinated. Account for React 19.2 view behavior while separating scene movement from accepted configuration changes.
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Release evidence for a 3D web app
Connect build provenance, transition traces, and physical-device checks to the deployed 3D app. Keep release evidence tied to the final application and assets.
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Self-improvement needs a held-out test
Compare GEPA and adaptive optimization under fixed constraints. Evaluate proposed AI improvements on independent tasks before promoting a change.
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Shadows that explain the object
Use shadows to make a 3D object easier to read. Tie updates to scene changes and evaluate temporal effects during movement, edits, and camera changes.
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Shared memory needs room for disagreement
Preserve sources and corrections in shared AI memory. Test changing state, repeated claims, and memory poisoning before trusting a retrieved answer.
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The art of recovering well
Plan recovery when an operation succeeds but its response is lost. Budget retries across the workflow and reconcile the durable result before repeating work.
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The canvas island: a full-stack boundary for 3D
Use Astro hydration boundaries to keep content readable before a 3D canvas loads. Define readiness and recovery states for a more resilient page.
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The GPU marathon and the cost of uncertain state
Revisit an archived GPU debugging incident through resource retirement, device-loss handling, and evidence of the running version before drawing conclusions.
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What fifteen proof problems can tell us
Review the mixed QED-Nano pilot results across fifteen problems. Separate rubric scores, complete proofs, and formal checking when interpreting the evidence.
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What the ASI review changed
Correct unsupported AI research claims while preserving the lesson. Use memory research and the archive's corrections to design falsifiable repair tests.
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Who checks the watchdog?
Test an AI monitor against false success claims, missing evidence, and delegated bypasses. Check the watchdog's own recovery failures as part of the review.
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