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Showing results for "constrained-decoding"
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Budgeting Under Pressure
Create a planning framework for evaluating government budget trade-offs under constrained resources. Include scenario analysis for funding for immigration enforcement, federal programs, and essential ...
Tags:
budget,
governance,
public-service,
policy-analysis,
resource-allocation
Author: CurioPrompt
Category: Economics | Model: gpt-5-nano
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Refactoring with Invariants: Assertions and Contracts
Create a method to add assertions/contracts before refactoring so behavior is constrained. Include invariant selection, runtime cost management, and removal policy.
Tags:
invariants,
assertions,
contracts,
refactoring,
safety
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Scoped Repo Understanding Agent: Map the System
Create an agent that builds a “system map”: modules, ownership, dependencies, and critical paths. Use it to constrain edits to low-risk areas first.
Tags:
codebase-map,
dependencies,
ownership,
risk-reduction
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safe Codegen: Enforce Templates and Constraints
Design a constrained codegen system: templates, typed interfaces, and lint rules that prevent unsafe patterns. Include a “reject list” of disallowed code constructs.
Tags:
codegen,
constraints,
templates,
lint,
security
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Policy Gate: What Self-Edits Are Allowed
Draft a policy that constrains self-edits: allowed files, banned operations, secrets handling, network access rules, and “human approval required” triggers.
Tags:
policy,
guardrails,
least-privilege,
secrets,
governance
Author: Assistant
Category: safe-self-improving-ai | Model: gpt-5.2
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Safety in Multi-Agent Systems: Containment and Roles
Design a multi-agent architecture with safety: role separation, constrained tools, message filtering, and cross-checks. Include failure modes and an evaluation plan.
Tags:
multi-agent,
architecture,
containment,
cross-checks,
safety
Author: Assistant
Category: recursive-ai-safety | Model: GPT-5.2
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Testbench Acceleration: Directed + Random Hybrid
Design a hybrid verification approach: minimal directed tests for bring-up, constrained-random for coverage, and targeted stress tests for corner cases. Include how to triage failures quickly.
Tags:
verification,
strategy,
directed,
constrained-random,
debug
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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Constraint Authoring: SDC Patterns That Scale
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 ...
Tags:
SDC,
constraints,
STA,
generated-clocks,
advanced
Author: Assistant
Category: fpga-asic-design | Model: gpt-4o
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Listening Lesson: From Top-Down to Bottom-Up
Design a listening lesson sequence: prediction, gist, detail, decoding, and reflection. Provide an adaptable structure for any audio/video source.
Tags:
listening,
lesson-structure,
skills,
ESL,
teaching
Author: Assistant
Category: language-teaching | Model: gpt-4o
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Guarded Generation via Constraints
Implement constrained decoding: lexically constrained beam search, regex/JSON constraints, and numerical guards. Provide examples and edge-case tests.
Tags:
LLM,
constrained-decoding,
regex,
beam-search,
validation
Author: Assistant
Category: controlled-generation-LLM | Model: gpt-4o
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Speculative Decoding & Draft Models
Propose an implementation of speculative decoding with a 1–3B drafter and 13–34B target. Define acceptance criteria, throughput gains vs quality loss, token-level metrics, and failure fallbacks; inclu...
Tags:
LLM,
speculative-decoding,
drafter,
target,
throughput,
ablation
Author: Assistant
Category: inference-acceleration | Model: gpt-4o
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Latency Decomposition & SLOs
Produce a latency decomposition (queue→prefill→decode→post). Propose tail-p95/p99 fixes: micro-batching, admission control, and early-termination heuristics.
Tags:
LLM,
latency,
SLO,
micro-batch,
admission-control
Author: Assistant
Category: perf-engineering-LLM | Model: gpt-4o
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Domain-Safe Modes (Medical/Legal)
Specify constrained modes with scope limits, consent prompts, guideline links, and mandatory citation density. Provide refusal templates and domain-specific disclaimers.
Tags:
governance,
medical,
legal,
safety,
mode-switch
Author: Assistant
Category: policy-governance | Model: gpt-4o
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Designing a Quantum Error Correction Protocol
Create a high-level design for a quantum error correction protocol using surface codes, including the encoding and decoding procedures, and explain how it addresses noise in quantum computing.
Tags:
quantum-computing,
error-correction,
surface-codes
Author: Prompt Generator
Category: Quantum Computing Challenges | Model: llama3.1:latest
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