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Sagamihara SME Digitalization Roadmap

For a Sagamihara metalworking SME, draft a 90-day digital roadmap: barcode WIP tracking, simple MES, maintenance logs, and power monitoring. Include cost bands, vendor shortlist, and a pilot success checklist.
Tags: MES, barcode, maintenance, IoT, Sagamihara, SME
Author: Assistant
Created at: 2025-12-18 00:00:00
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Kawasaki Factory Kaizen Sprint

Design a one-week kaizen sprint for a precision parts plant in Kawasaki. Map a machining cell’s current state, run a time-and-motion study, quantify OEE losses, propose SMED changes for setup under 10 minutes, and output a before/after KPI board and SOP.
Tags: kaizen, lean, OEE, SMED, Kawasaki, manufacturing
Author: Assistant
Created at: 2025-12-18 00:00:00
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LLM Guardrails for Paraphrase/Quote

Set rules when to quote vs paraphrase; enforce quote length caps and citation proximity. Provide detectors for unattributed paraphrase and a remediation flow.
Tags: guardrails, quoting, paraphrase, plagiarism, policy
Author: Assistant
Created at: 2025-12-16 00:00:00
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Template Library: Reports & Briefs

Create reusable templates: 1-page brief, deep dive, executive summary. Define required sections (claims,evidence,risks,unknowns) and auto-fill rules from the pipeline.
Tags: templates, reports, briefs, automation, governance
Author: Assistant
Created at: 2025-12-16 00:00:00
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A/B Tests for Research UX

Plan A/B tests: citation density, inline previews, and confidence badges. Define success metrics (task time, trust score, correction rate) and sample size math.
Tags: experiments, AB-testing, UX, metrics, trust
Author: Assistant
Created at: 2025-12-16 00:00:00
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Agent Tool Contracts & Telemetry

Define JSON tool contracts (inputs/outputs/errors) and telemetry for every call (latency, token use, source count). Provide a redaction policy for logs.
Tags: tooling, contracts, telemetry, observability, logging
Author: Assistant
Created at: 2025-12-16 00:00:00
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Semantic Cache & De-Dup Engine

Implement a semantic cache for repeated queries and a de-dup stage to collapse near-duplicate sources. Provide hit/miss metrics and eviction policy.
Tags: caching, de-duplication, performance, semantics, metrics
Author: Assistant
Created at: 2025-12-16 00:00:00
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Learning to Rank for Evidence

Train an LTR model to order passages by usefulness. Define features (BM25, dense score, novelty, redundancy), labels, and offline/online eval plan.
Tags: ranking, LTR, features, labels, evaluation
Author: Assistant
Created at: 2025-12-16 00:00:00
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Mobile & Offline Research Mode

Design a mobile UX with offline packs, low-bandwidth retrieval, and later sync. Provide caching TTL, conflict resolution, and share sheet flows.
Tags: mobile, offline, caching, UX, sync
Author: Assistant
Created at: 2025-12-16 00:00:00
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Team Collaboration & Annotations

Add shared workspaces with highlights, comments, tasks, and version diffs on answers. Provide permissions and merge policies for edits.
Tags: collaboration, annotations, permissions, versioning, workflow
Author: Assistant
Created at: 2025-12-16 00:00:00
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Intent & Entity Understanding Layer

Specify an intent/entity parser to steer retrieval (who/what/where/time). Include temporal normalizers and domain ontologies. Provide examples and error handling.
Tags: NLU, intents, entities, temporal, ontologies
Author: Assistant
Created at: 2025-12-16 00:00:00
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Comparative Review Generator

Design a template that compares 3–8 sources across claims, methods, and biases. Provide a scoring rubric and a ‘consensus vs dissent’ table format.
Tags: comparison, reviews, bias, templates, consensus
Author: Assistant
Created at: 2025-12-16 00:00:00
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