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Recommended paper: Beyond Similarity: Trustworthy Memory Search for Personal AI Agents Confidence: high (Remyx
relevance 0.97) Research interest: letta
License code availability
🟡 No code repository ...
개요
vhk init이 생성하는 RULES.md/.cursorrules에 코어 규칙을 자체 하드코딩하지 말고, yohan-brain/memory/core/core-ruleset.yaml을 읽어 렌더 (또는 요한MCP
inject_core_rules 호출).
문제
현재 init 산출물에 코어 규칙이 직접 복붙 → 3중 드리프트 위험: VHK 사본 ↔ core-ruleset.yaml ...
背景
编程语言学习价值报告属于 constrained-choice,但它有一类特殊证据:职业市场、薪资、生态规模、学习成本、社区热度。这些指标经常来自 LinkedIn / Glassdoor / Stack Overflow / TIOBE
/ RedMonk / GitHub / 包仓库等来源,天然是代理变量,不应被当作统一口径的硬事实直接横向相加。
这次 GPT 对照报告有一个值得学习的结构:它在方法论开头先声明了默认市场、数据代理性质、关键词偏差和薪资口径不可完全横比。这一点比本地报告更强。 ...
documentation
enhancement
❤️ With 0.0.14:
I wanted to copy a build identifier string from pixi-browse to share with a colleague, but CTRL+SHIFT+C (what normally
works for my to copy from my terminal) didn t copy anything to my ...
背景
简历完整性助手需要一个独立的后端端点,通过 function calling 从对话中提取结构化简历数据,并持久化存储建议(不直接修改 resume 草稿)。
目标
- 新增 POST /api/ai/resume-assistant/stream SSE 端点
- 自定义 system prompt:简历完整性助手角色
- 使用 function calling 提取结构化简历字段 ...
Overview
ARRA Oracle V3 currently runs single-tenant. Need multi-tenant support for org-wide deployment where multiple
users/projects share one Oracle instance with data isolation.
Current State
- ...
Summary
A standalone add_embeddings CLI (python -m synth_setter.pipeline.data.add_embeddings DATASET.lance) that reads a Lance
dataset produced by generate_dataset / finalize_dataset and appends two audio-embedding ...
data-pipeline
运行然后没调x3然后直接点运行,经验和纽本都不能连续战斗。
Recommended paper: Holding the FP8 Quality Ceiling at 8-Bit Weights and Activations: INT8 and GGUF Post-Training
Quantization of Ideogram 4.0 for Consumer GPUs Confidence: high (Remyx relevance 0.98) Research ...
GitHub Issue: TBD
Prerequisite
- docs/issues_drafts/88-review-start-atomic-claim.md (GitHub #267, merged) — shipped the per-(PR, head) claim: every
automated starter (periodic reconcile, wake-listener, ...

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