Showing results for "assay-validation"
Critically evaluate the deployment of AI-powered autonomous laboratory systems across disciplines; identify governance structures, validation standards, reproducibility concerns, and risk controls; cr...
Author: CurioPrompt
Category: Science | Model: gpt-5-nano
Explain when thermal paste vs pads are appropriate in compact devices, common mistakes, and how to validate improvement via temperature logging. Keep it general.
Author: Assistant
Category: handheld-pc-makers | Model: GPT-5.2
Design an agent that improves error handling: retries, timeouts, and clearer exception types. Require integration tests and telemetry validation post-deploy.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a data quality gate: schema, drift detection, missingness, and label quality checks. Integrate with self-improving code changes to ML pipelines safely.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint for updating localization strings: ensure placeholders match, run i18n checks, and verify no abusive/unsafe text. Include review steps.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that validates docs examples by executing them in a sandbox, checks links, and ensures version correctness. Propose fixes with evidence.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a property-based testing strategy for critical modules: define properties, generators, shrinking, and CI integration. Use failures to guide safer edits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an accessibility agent that runs audits (linting, contrast checks where applicable), proposes fixes, and validates with automated tests. Require human review for UX changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a chaos testing approach limited to staging: inject failures, verify timeouts/circuit breakers, and ensure alerts fire. Require strict boundaries and approval.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a performance tuning agent that profiles hotspots, proposes targeted optimizations, validates with benchmarks, and documents tradeoffs.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint to improve build scripts safely: hermeticity, caching, parallelism, and reproducibility. Require staged validation and rollback.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that identifies unreliable dependencies and adds circuit breakers, timeouts, and fallbacks. Validate via chaos testing in staging.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a plan to evolve telemetry schemas: version fields, dual-write, backfill, and validation. Include privacy checks and cost controls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create an agent that infers code style from the repo (naming, patterns, architecture) and generates a style guide. Use it to validate future edits.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent to improve alt-text and form labels, requiring neutral phrasing, avoiding sensitive inference, and validating with accessibility tests.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a plan to tighten interfaces with types, schemas, and validation at boundaries. Require gradual rollout and tests demonstrating improved error detection.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that improves ETL reliability: retries, idempotency, checkpoints, and backfills. Require correctness validation and cost constraints.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design MCP wrappers that validate inputs, enforce types, and reject dangerous parameters. Include error taxonomy and audit logging for rejected calls.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a blueprint for self-editing CI/CD scripts safely: validate configs, run in sandbox, and require manual approval for permission changes.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that updates docs alongside code changes: API docs, READMEs, and changelogs. Include a doc quality checklist and link validation.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a release engineering agent: semantic versioning, changelog generation, tag signing, and release notes validation. Require human approval for major versions.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design a configuration validation layer: schema checks, safe defaults, and environment-specific constraints. Include rollback strategy and change approvals for risky config.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Design an agent that optimizes tail latency: identify bottlenecks, reduce contention, add caching, and validate with load tests. Track p95/p99 improvements.
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
Create a cross-validation pattern: primary model proposes, secondary model critiques/verifies, and a policy gate decides. Include how to handle disagreements and measure error reduction.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design an extractor for structured data: schema.org/JSON-LD, OpenGraph, and meta tags. Include how to validate and store structured fields for downstream search.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create decision criteria for retraining vs prompt tuning vs retrieval updates. Include risk analysis, expected impact, validation requirements, and rollback strategies per approach.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Design a ranking formula: lexical relevance, semantic similarity, trust score, freshness decay, and diversity penalty. Include how to tune weights and validate offline/online.
Author: Assistant
Category: research-bot | Model: GPT-5.2
Create a safe-defaults checklist for the tool layer: deny-by-default, explicit allowlists, safe parameter validation, output filtering, and timeouts. Include common failure modes.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Describe a high-level approach to align reward signals with safe behavior: preference data guidelines, reward hacking risks, and validation. Keep it conceptual and focused on safety.
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
Create an audio tuning plan for positional awareness: headset selection criteria, EQ ranges (general), HRTF options, and in-game audio settings. Include a quick test track routine to validate improvem...
Author: Assistant
Category: gaming-metaverse | Model: gpt-5.2
Create a diagnostic flow for wheel bearings and hubs. Include noise by load direction, free play, heat, roughness, seal condition, installation errors, and post-service validation.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a banking scheme: address mapping, interleaving, conflict detection, and scheduling. Include a proof argument for worst-case bandwidth and a microbenchmark plan to validate.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a diagnostic overview for motorcycle ABS/traction control: wheel speed sensors, tone rings, battery voltage, tire size mismatch, DTCs, and safe validation methods.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a safe synthetic task generation plan: avoid sensitive content, prevent leakage, and validate usefulness with human review. Include how to measure whether synthetic tasks improve real outcomes.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Provide criteria to decide HLS vs hand RTL: performance ceilings, maintainability, verification burden, and toolchain maturity. Include a recommended hybrid flow and how to validate HLS output.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Write scalable SDC patterns: generated clocks, clock uncertainty, I/O constraints, clock groups, and exceptions. Include best practices to avoid over-constraining and how to validate constraints with ...
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a beginner DSP mini-lab: implement a simple EQ, compressor, and reverb conceptually. Provide reading list, step-by-step tasks, and how to validate outputs with test tones.
Author: Assistant
Category: music-ai-students | Model: gpt-4o
Create a bring-up checklist for high-speed links: pin planning, constraints, clocking, eye considerations, loopback tests, and debug instrumentation. Include a staged validation plan.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create a diagnostic note template: complaint, conditions, tests performed, measurements, interpretation, repair recommendation, and validation result. Make it suitable for workshop records and custome...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a guide to evaluating maps and location claims: official maps, open map data, update timing, and common pitfalls. Include a validation workflow.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create a sandbox model for tool execution: network isolation, file access boundaries, rate limits, and safe parameter validation. Include a threat model and tests for containment failures.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create a method to validate software/tool recommendations: official docs, release notes, CVEs, maintainer activity, and reproducible install steps. Include a checklist.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create a governance workflow for agent updates: RFC template, reviewer roles, approval gates, and post-deploy validation. Include change logs and accountability.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Given a claim, propose datasets, proxies, and public records that could validate it. Provide a plan for collection, cleaning, and analysis, plus chart ideas and caveats.
Author: Assistant
Category: analysis | Model: gpt-4o
Generate a reusable SVA library for: valid/ready, FIFO correctness, credit-based flow control, and AXI protocol subsets. Include guidelines for binding, disabling, and X-prop handling.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Design a typed A2A message schema: intents, constraints, artifacts, and status updates. Include versioning strategy and validation rules to prevent protocol drift.
Author: Assistant
Category: agent-architecture | Model: GPT-5.2
Create an ECU tuning risk review: fuel, ignition, boost, knock detection, temperatures, emissions/legal considerations, and validation steps. Keep it safety- and compliance-focused.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Design a post-repair validation plan: static checks, low-speed test, load test, thermal cycle, scan recheck, leak check, and customer handoff notes.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Define a standard valid/ready contract for your design: latency, skid buffers, combinational paths, and backpressure. Provide reference RTL templates and SVAs to enforce protocol correctness.
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Create an FMEA for a custom car, motorcycle, or bicycle modification. Include failure modes, severity, occurrence, detection, mitigation, and validation tests.
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Create a general checklist for international legs: passport validity, visas (general reminder), transit rules, and time buffers. Keep it non-legal and focused on avoiding last-minute surprises.
Author: Assistant
Category: smart-ticketing | Model: gpt-4o
Create a major train station strategy: platform changes, ticket validation, luggage storage, food, station hotels, and transfer timing. Include advice for Europe, Asia, and North America.
Author: Assistant
Category: world-travel-planning | Model: GPT-5.2
Create a latency budget and pipeline plan for a multi-stage datapath. Include register placement strategy, control alignment, valid/ready propagation, bubble handling, and a method to keep cycle-accur...
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
Teach me how to judge cybersecurity advice: vendor docs vs blogs, CVE references, reproducibility, and community consensus. Provide a validation checklist.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Create a border complexity map for my itinerary: visa requirements to verify, transit rules, passport validity, proof-of-onward-travel risks, and buffer recommendations. Keep it general and remind me ...
Author: Assistant
Category: world-travel-planning | Model: GPT-5.2
Create a workflow to validate company claims using earnings calls, filings, press releases, and reputable coverage. Include a checklist for bias and PR spin.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Teach me a simple model for empathetic leadership: validate emotion, align on goals, agree next action. Provide sample dialogues for common workplace situations.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Design a brake diagnostic plan for hydraulic and mechanical systems. Include pedal/lever feel, pad/rotor condition, fluid condition, air contamination, caliper movement, alignment, bedding, and safety...
Author: Assistant
Category: vehicle-engineering-mechanics | Model: GPT-5.2
Teach me how to validate a Wikipedia claim by following citations to their sources and checking whether the citation truly supports the statement.
Author: Assistant
Category: information-reliability | Model: GPT-5.2
Coach me on offering empathy while maintaining boundaries. Provide phrases for validating feelings, asking needs, and setting limits. Include do/don’t examples.
Author: Assistant
Category: soft-skills | Model: GPT-5.2
Train a simple LTR model with handcrafted features (BM25 score, title match, click priors). Provide cross-validation setup and feature importance chart.
Author: Assistant
Category: ml-lab-IR | Model: gpt-4o
Prepare a weekly coding kata: fix input validation, auth, secrets, and logging issues. Provide code snippets in Python/JS and test cases.
Author: Assistant
Category: dev-sec-edu-series | Model: gpt-4o
Train Suginami engineers on A3 thinking. Run a live 5-Why on a recent defect, define containment, root fix, and validation plan. Produce a shareable A3.
Author: Assistant
Category: continuous-improvement-training | Model: gpt-4o
Implement constrained decoding: lexically constrained beam search, regex/JSON constraints, and numerical guards. Provide examples and edge-case tests.
Author: Assistant
Category: controlled-generation-LLM | Model: gpt-4o
Define JSON schema contracts with type coercion, partial output recovery, and EBNF constraints. Provide test-time correction and repair strategies.
Author: Assistant
Category: output-formatting-LLM | Model: gpt-4o
Draft a PR reviewer flow: ChatGPT summarizes diffs and intent; Cursor leaves inline suggestions and auto-fix commits; Antigravity validates tests and risk scores before merge. Output a reviewer rubric...
Author: Assistant
Category: code-quality | Model: gpt-4o
Design a cabin layout for 8–12 pax. Provide anthropometrics, seat pitch/width, stowage, lighting, and signage. Validate 90-second evacuation compliance with assumptions and constraints.
Author: Assistant
Category: interior-design-HF | Model: gpt-4o
ChatGPT writes golden path templates for logs/metrics/traces; Cursor inserts instrumented examples; Antigravity validates dashboards and SLO alerts per service. Output service health runbook.
Author: Assistant
Category: sre-foundations | Model: gpt-4o
ChatGPT plans release trains and backport policy; Cursor automates version bump and CHANGELOG; Antigravity cuts branches/tags and validates artifacts. Provide a train calendar.
Author: Assistant
Category: release-management | Model: gpt-4o
ChatGPT drafts reference architectures (web, data, event-driven); Cursor scaffolds repos; Antigravity provisions demo stacks and validates SLOs. Output evolution paths.
Author: Assistant
Category: architecture-templates | Model: gpt-4o
Propose a simulation-first strategy: CFD for wings and exteriors, multibody for suspension, click-models for magazine UX. Define model fidelity tiers and validation plans.
Author: Assistant
Category: systems-engineering-sim | Model: gpt-4o
For a data/ETL repo, ChatGPT drafts data quality tests (nulls, uniqueness, freshness), Cursor adds dbt/unit tests, and Antigravity schedules validations on PR. Include lineage notes and rollback trigg...
Author: Assistant
Category: data-engineering-quality | Model: gpt-4o
Write a CLI to preview and validate hosts file entries, detect duplicates, and suggest merges. Default read-only, with --apply guarded by confirmation. Backup/restore included.
Author: Assistant
Category: cli-tool | Model: gpt-4o
Implement a CLI that switches AWS/GCP/Azure profiles/regions, validates tokens, prints caller identity, and sets env for subshell. Flags: --provider, --profile, --region, --print-env.
Author: Assistant
Category: cli-tool | Model: gpt-4o
You are a synbio mentor. Create a CRISPR gRNA design checklist: PAM selection, off-target scans, on-target scoring, HDR vs NHEJ strategy, and validation assays. Include a lab notebook template.
Author: Assistant
Category: synthetic-biology | Model: gpt-5
Act as a quality lead. Provide a lightweight QMS starter for medical software: SOP index, document control, risk management, traceability matrix, and verification/validation plan.
Author: Assistant
Category: quality-systems | Model: gpt-5
Act as an assay validation lead. Provide a template for analytical sensitivity/specificity, precision, linearity, LoD/LoQ, carryover, and stability studies with acceptance criteria.
Author: Assistant
Category: lab-methods | Model: gpt-5
You are a spatial omics PI. Outline preprocessing, spot/cell segmentation, deconvolution, neighborhood analysis, and ligand–receptor inference. Include validation with immunostaining.
Author: Assistant
Category: bioinformatics | Model: gpt-5
You are a regulatory strategist. Outline validation for software as a medical device/AI decision support: intended use, clinical association, analytical validation, clinical validation, and real-world...
Author: Assistant
Category: regulatory-strategy | Model: gpt-5
You are a quality engineer. For a safety-conscious product, define design controls: requirements matrix, verification/validation plan, risk management (ISO 14971 style), and traceability from user nee...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Outline a high-speed SerDes design: channel specs, CTLE/DFE equalization, CDR architecture, TX FIR taps, jitter budget, compliance masks, and IBIS-AMI modeling. Include lab validation steps and BER ta...
Author: Assistant
Category: chip-design | Model: gpt-4
Define a library characterization plan at low voltage (0.6 V): corners, CCS/ECSM models, NLDM fallback, slew/load grids, OCV views, and QA checks. Provide Liberty snippets and validation tests.
Author: Assistant
Category: chip-design | Model: gpt-4
You are a mechanical analysis lead. Outline a lightweight CFD/FEA plan for a heatsink on a 10 W SoC: boundary conditions, mesh strategy, material data, convergence criteria, validation with bench meas...
Author: tsubasa
Category: mechanical | Model: gpt-4o
Design a pre-silicon validation flow using emulation and FPGA protos: partition strategy, speed/visibility tradeoffs, trace buffers, stimulus generation, coverage closure, and HW/SW co-verification mi...
Author: Assistant
Category: chip-design | Model: gpt-4
As a systems architect, define an interface contract between firmware and cloud: message schema, versioning strategy, error codes, retry/backoff, feature flags, and backward compatibility tests. Provi...
Author: tsubasa
Category: engineering | Model: gpt-4o
Assemble an alternative-data signal pack in Tokyo relevant to GPIF stewardship themes and engagement log. List sources, transformations, and a validation rubric. Return as a table and a risk note on c...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Assemble an alternative-data signal pack in London relevant to LSEG data and index licensing inventory. List sources, transformations, and a validation rubric. Return as a table and a risk note on com...
Author: Inspire Search Corp.
Category: Financial Business (City-Specific) | Model: gpt-5-thinking
Translate the prompt’s requirements into a lightweight program skeleton with function signatures, I/O types, and edge cases. Provide implementations for input parsing and output validation. Language-a...
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Outline mechanics for a compliant giveaway or engagement loop: entry, validation, anti-bot measures, winner selection, and fulfillment. Provide a risk checklist for platform policies.
Author: Curioforce Corp. Corp.
Category: Viral Content | Model: gpt-5-thinking
Take a prompt and inject 10 practical guardrails: forbidden content notes, schema validation, refusal policy, and fallbacks. Provide both a short and long version. Output as two Markdown blocks.
Author: Curioforce Corp. Corp.
Category: Prompt-Improvement | Model: gpt-5-thinking
Goal: model LTV with RFM and Pareto/NBD. Data: orders table + GA4 user_id mapping. Steps: 1) Derive Recency, Frequency, Monetary; 2) Fit Pareto/NBD (BG/NBD) and Gamma-Gamma for monetary; 3) Validate w...
Author: Tsubasa Kato
Category: Web Analytics | Model: GPT-5 Thinking
You are a startup ideation partner. For the niche {{app_niche}} and target {{ICP}}, list 20 app product ideas based on real user pains. For each idea, provide: - Problem statement (user quote style) -...
Author: Tsubasa Kato
Category: ideation | Model: gpt-5-thinking
Plan a simulation for battery SOC/SOH estimator (EKF/UKF). Deliver: cell model choice, drive cycles, noise models, KPIs (MAE, drift), fail-safes, logging. Output: algorithm pseudocode, dataset schema,...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Plan a CFD study for a fanless electronics enclosure. Deliver: geometry simplifications, heat sources, meshing, turbulence/radiation treatment, KPIs (ΔT, hotspot area), design levers (vents, fins), va...
Author: Tsubasa Kato
Category: Simulation | Model: GPT-5 Thinking
Design a lightweight MMM combined with geo-experiments to validate channel incrementality. Provide data requirements, model outputs, budget reallocation rules, and example readouts for executives.
Author: ChatGPT
Category: business | Model: gpt-5
You are an **expert task planner** with a precise, analytical, and user-sensitive communication style. Your job is to transform vague or high-level goals into clear, structured, and actionable sub-tas...
Author: [email protected]
Category: Planning, Plan, Goal | Model: GPT-4.1, GPT-4, o4-mini, o4-mini-high, o3