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Showing results for "awareness"

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LoRA/QLoRA Strategy

Recommend when to use LoRA/QLoRA vs full finetune. Define rank search, target layers, and quantization-aware adapters. Include memory/perf tables per GPU class.

Tags: LLM, LoRA, QLoRA, finetuning, adapters, GPU

Author: Assistant

Category: parameter-efficient-tuning-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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PSAT/NMSQT Baseline & Path

Build a 6-week PSAT plan from a 30-minute diagnostic. Include module goals, daily micro-sets, and checkpoint quizzes. Add NMSQT awareness notes.

Tags: PSAT, plan, diagnostic, schedule, NMSQT

Author: Assistant

Category: exam-prep-PSAT | Model: gpt-4o

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Security and Travel Risk Brief

Act as a risk manager. Provide a brief: device hardening, privacy screen, secure Wi-Fi, pickpocket awareness, crisis contact tree, and badge hygiene. Add a packing list for safe travel.

Tags: trade-show, security, travel, privacy, risk

Author: Assistant

Category: trade-show | Model: gpt-4o

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Lithography-Aware Design and RET

Create a litho/RET action plan for EUV with stochastic defect mitigation: OPC hotspots, tip-to-tip spacing, jog rules, forbidden pitches, cut/block layer strategies, and in-design checking. Provide a ...

Tags: IC, lithography, EUV, RET, OPC, hotspots

Author: Assistant

Category: chip-design | Model: gpt-4

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Tokyo — Compliance Monitoring Plan: cross-border dividend withholding and tax-aware ADRs (illust

Produce a compliance monitoring plan in Tokyo tailored to cross-border dividend withholding and tax-aware ADRs (illustrative). Define controls, sample sizes, frequency, and evidence storage. Return as...

Tags: finance|tokyo|compliance-monitoring-plan|cross-border, dividend, withholding, and

Author: Inspire Search Corp.

Category: Financial Business (City-Specific) | Model: gpt-5-thinking

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QAOA for Max-Cut: From Graph to Params

Given an unweighted graph (edge list), generate steps to formulate a Max-Cut QAOA instance: cost & mixer Hamiltonians, initial state, parameterization, and classical optimizer loop. Output Python-like...

Tags: quantum|qaoa|maxcut|pseudocode|json

Author: Curioforce Corp. Corp.

Category: Quantum Tech | Model: gpt-5-thinking

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Green CI/CD & Testing

Design a CI/CD pipeline that minimizes energy. Tactics: selective test runs, caching, artifact reuse, ephemeral environments, static analysis gates, and carbon-intensity-aware scheduling. Add SLOs and...

Tags: CI/CD, testing, devops, energy-efficiency, dashboard

Author: Tsubasa Kato

Category: devops | Model: gpt-5-thinking

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Energy‑Aware Storage & Data Tiering

Propose a data tiering strategy: hot/warm/cold/archive for {{data_types}}. Policies: TTLs, compaction, dedupe, compression, and green-region replication. Define SLOs and a deletion automation spec.

Tags: storage, tiering, data-lifecycle, energy, SLO

Author: Tsubasa Kato

Category: data-architecture | Model: gpt-5-thinking

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Enterprise: Secure RAG over Data Lakes

Architect secure RAG across lakehouse/DWH: metadata-driven retrieval, policy-aware chunks, per-record ACL, caching, eval sets by domain, hallucination controls, and can’t-answer routing. Deliver refer...

Tags: enterprise, RAG, security, ACL, lakehouse

Author: Tsubasa Kato

Category: Strategy | Model: GPT-5 Thinking

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