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Showing results for "harness"
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Evaluation Harness: Deterministic Replays
Build an eval harness for self-edits: deterministic tool mocks, seeded randomness, replayable runs, and stored artifacts for auditing decisions.
Tags:
evals,
reproducibility,
mocks,
replay,
audit
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Evaluation Harness for Agents: Reproducible Runs
Design an eval harness: deterministic replays, seeded randomness, fixed tool mocks, and artifact snapshots. Provide a folder structure and CI integration plan.
Tags:
evaluation,
harness,
reproducibility,
CI,
testing
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Quality Control for Custom Harnesses and Wiring
Create a QC checklist for custom wiring/harness work: wire gauge, fuse sizing, strain relief, connectors, sealing, routing, labeling, and final load testing.
Tags:
wiring,
harness,
QC,
electrical,
custom-builds
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
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Breaking News ‘Exploit Prevention’: Don’t Amplify Harm
Create a harm-minimization checklist: avoid naming private individuals unnecessarily, avoid sharing operational details that enable harm, and use responsible framing. Provide examples and escalation g...
Tags:
har-minimization,
ethics,
newsroom,
standards,
safety
Author: Assistant
Category: governance | Model: gpt-4o
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90-Day Build Plan: MCP + A2A ‘IQ150’ Agent System
Create a 90-day plan to build a high-capability agent system using MCP and A2A: milestones, architecture decisions, eval harness, safety gates, and a pilot deployment. Include staffing assumptions and...
Tags:
roadmap,
90-day-plan,
MCP,
A2A,
agents,
safety
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
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Evaluation Clinic: Good vs Faithful
Design an evaluation harness that measures relevance and faithfulness for IR+LLM answers. Include human labeling rubric and inter-rater checks.
Tags:
IR,
evaluation,
faithfulness,
LLM,
RAG
Author: Assistant
Category: eval-framework-IR-LLM | Model: gpt-4o
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Retrieval Eval Harness
Build an eval harness: recall@k, calibrated precision, answer faithfulness, and human-time-to-verify. Include topic-aware test buckets and data drift alarms.
Tags:
LLM,
retrieval,
eval,
faithfulness,
drift,
metrics
Author: Assistant
Category: evaluation-frameworks-LLM | Model: gpt-4o
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LLM Prompt Registry & Eval Harness
ChatGPT drafts prompts and adversarial tests; Cursor integrates an eval harness; Antigravity schedules nightly evals and posts regressions with diffs. Include versioning and approval flow.
Tags:
LLM,
prompts,
evaluation,
registry,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: mlops-llm-quality | Model: gpt-4o
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Attribution-Aware Eval Harness
Build an eval that scores ground-truth attribution (exact passage match), answer faithfulness, and coverage. Provide dataset schema and a nightly regression plan.
Tags:
evaluation,
attribution,
faithfulness,
coverage,
datasets
Author: Assistant
Category: evaluation-frameworks | Model: gpt-4o
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Edge-Case Explorer & Fuzzing
ChatGPT enumerates edge cases; Cursor scaffolds fuzzing harness; Antigravity runs fuzzers in CI and bisects crashes. Output a triage SOP.
Tags:
fuzzing,
edge-cases,
reliability,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: resilience-testing | Model: gpt-4o
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Backend Performance Playbooks
ChatGPT proposes caching/connection pool/async patterns; Cursor wires benchmark harness; Antigravity runs comparative tests and recommends configs per environment.
Tags:
backend,
performance,
caching,
benchmark,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: backend-optimization | Model: gpt-4o
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Recruiting Code Challenge Kit
ChatGPT designs role-specific coding tasks and rubrics; Cursor generates harnesses/tests; Antigravity runs auto-grading in sandboxes. Provide anti-cheat and fairness notes.
Tags:
hiring,
assessment,
automation,
Cursor,
Antigravity,
ChatGPT
Author: Assistant
Category: talent-engineering | Model: gpt-4o
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Parameter-Shift Gradients Explainer
Explain parameter-shift gradients for variational circuits with a simple example. Show the numeric finite-difference alternative and compare variance/cost. Provide a tiny test harness.
Tags:
quantum|parameter-shift|gradients|variational
Author: Curioforce Corp. Corp.
Category: Quantum Tech | Model: gpt-5-thinking
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Japan Aftermarket: Quick-Fit Accessories Flow
Build a 60-minute accessory install flow (dash cams, ETC, mats) for dealerships. Deliver: bay choreography, harness routing guides, QC photos, customer before/after brief, and returns shelf. KPIs: ups...
Tags:
Japan,
Aftermarket,
Dealers,
Install,
SOP,
Revenue
Author: Tsubasa Kato
Category: Operations | Model: GPT-5 Thinking
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Mid-Market: FinOps & A/B Framework
Build a FinOps plan for AI: unit economics per task, cost alerts, usage quotas, fallback models, and A/B testing harness. Output dashboards (tasks/hour, cost/task, quality), run-book for anomalies, an...
Tags:
medium,
finops,
ab-testing,
cost control,
quality
Author: Tsubasa Kato
Category: Strategy | Model: GPT-5 Thinking
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Cliffside Rope Dance
Render a 10-second dynamic shot of a climber gracefully moving across a via ferrata with ocean far below. Camera: side dolly on cable line, slight vertigo, strong harness and safety visible. Wind-toss...
Tags:
action;climbing;via_ferrata;dolly;ocean
Author: Assistant
Category: Action | Model: Sora
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