ИИволюция 👾
Авторский канал Сергея Пахандрина про AI, нейросети, AI-разработку, ChatGPT (и другие LLM). Строю AI-first компанию. Рассказываю о своём опыте и экспериментах с AI. По всем вопросам: @pakhandrin РКН: https://clck.ru/3QJLiL В ВП и папках не участвую
显示更多📈 Telegram 频道 ИИволюция 👾 的分析概览
频道 ИИволюция 👾 (@ai_volution) 俄语 语言赛道中的 是活跃参与者。目前社区聚集了 11 537 名订阅者,在 技术与应用 类别中位列第 10 828,并在 俄罗斯 地区排名第 56 932 位。
📊 受众指标与增长动态
自 невідомо 创建以来,项目保持高速增长,吸引了 11 537 名订阅者。
根据 19 六月, 2026 的最新数据,频道保持稳定运转。过去 30 天订阅人数变化为 45,过去 24 小时变化为 3,整体触达仍然可观。
- 认证状态: 未认证
- 互动率 (ER): 平均受众互动率为 26.19%。内容发布后 24 小时内通常能获得 18.41% 的反应,占订阅者总量。
- 帖子覆盖: 每篇帖子平均可获得 3 021 次浏览,首日通常累积 2 124 次浏览。
- 互动与反馈: 受众积极参与,单帖平均反应数为 31。
- 主题关注点: 内容集中在 claude, openai, gemini, opus, браузер 等核心主题上。
📝 描述与内容策略
作者将该频道定位为表达主观观点的平台:
“Авторский канал Сергея Пахандрина про AI, нейросети, AI-разработку, ChatGPT (и другие LLM). Строю AI-first компанию. Рассказываю о своём опыте и экспериментах с AI.
По всем вопросам: @pakhandrin
РКН: https://clck.ru/3QJLiL
В ВП и папках не участвую”
凭借高频更新(最新数据采集于 20 六月, 2026),频道始终保持新鲜度与高覆盖。分析显示受众积极互动,使其成为 技术与应用 类别中的关键影响点。
## Continuity Ledger (compaction-safe) Maintain a single Continuity Ledger for this workspace in `http://CONTINUITY.md`. The ledger is the canonical session briefing designed to survive context compaction; do not rely on earlier chat text unless it’s reflected in the ledger. ### How it works - At the start of every assistant turn: read `http://CONTINUITY.md`, update it to reflect the latest goal/constraints/decisions/state, then proceed with the work. - Update `http://CONTINUITY.md` again whenever any of these change: goal, constraints/assumptions, key decisions, progress state (Done/Now/Next), or important tool outcomes. - Keep it short and stable: facts only, no transcripts. Prefer bullets. Mark uncertainty as `UNCONFIRMED` (never guess). - If you notice missing recall or a compaction/summary event: refresh/rebuild the ledger from visible context, mark gaps `UNCONFIRMED`, ask up to 1–3 targeted questions, then continue. ### `functions.update_plan` vs the Ledger - `functions.update_plan` is for short-term execution scaffolding while you work (a small 3–7 step plan with pending/in_progress/completed). - `http://CONTINUITY.md` is for long-running continuity across compaction (the “what/why/current state”), not a step-by-step task list. - Keep them consistent: when the plan or state changes, update the ledger at the intent/progress level (not every micro-step). ### In replies - Begin with a brief “Ledger Snapshot” (Goal + Now/Next + Open Questions). Print the full ledger only when it materially changes or when the user asks. ### `http://CONTINUITY.md` format (keep headings) - Goal (incl. success criteria): - Constraints/Assumptions: - Key decisions: - State: - Done: - Now: - Next: - Open questions (UNCONFIRMED if needed): - Working set (files/ids/commands):
现已上线!2025 年 Telegram 研究 — 年度关键洞察 
