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开源项目 LoopX：超长程 Agent 自主运行 200+ hours，状态不漂移。 我的技术主张是：LLM 上下文有限，长程 Agent 需要外置状态，通过完备的状态管理、监督和规划，让 Agent 无人干预时跑得稳、持续有产出；有人干预时跑得更好，能吸收反馈继续演进。 两条真实 trajectory 分别跨越 220.7 / 272.9 小时，跨多轮执行、等待、人工决策、writeback 与 resume 后，整个 loop 仍能找回目标、证据和下一步。 目前 LoopX 已有 3 个 showcase：auto PR issue fix、AutoML experiment 和 auto coredump fix。 以 OpenViking 开源仓库的 PR issue fix 为例，Agent 不只是循环写代码。它需要持续理解 issue 的不同状态，判断何时开发、何时等待、何时请求 review，处理 CI、冲突和上游变化，并连续交付多个 PR。 这对应 LoopX 的 domain state 管理：领域系统决定真实状态，LoopX 负责把状态投影成下一步可执行的工作。 与此同时，Agent 还可以在干活过程中实现能力自进化。当它发现现有系统缺少某项能力时，可以提出 feature、完成开发与验证、发布新的离线或在线版本，再使用新能力继续原来的任务。 长程 Agent 天然适合自进化，“完成工作”和“升级完成工作的系统”可以在同一条长程轨迹中发生。 LoopX 把这些信息外置成结构化控制面： • Goal / Vision：目标是什么，什么不能被局部优化牺牲 • Todo / Gate：当前执行的 frontier，以及必须留给人的关键判断 • Identity / Authority：谁能 claim、writeback、approve • Evidence / Receipt：每次推进留下什么可回读证据 • Quota / Scheduler：何时继续执行，何时安静等待 • Handoff / Recovery：换模型、换会话、换 host 后如何恢复 你也可以把它理解为一块专门给 Agent 设计的可执行 Kanban。 普通看板只展示“谁在做什么”；LoopX 的状态会直接约束和驱动下一次 bounded turn，让看板本身成为执行系统的一部分。 这套系统最强的地方是通用性。它不只可以修 PR，还可以做 auto research、长期实验、自媒体运营、复杂 feature 开发和办公任务。 Agent 不再只是一次性的回答机器，而可以围绕一个人的 vision，长期工作、等待、吸收反馈、积累证据并持续演进。 LoopX 从一开始 build in public：状态协议、CLI、控制面实现和真实运行轨迹都进入了开源仓库；它也已经和 OpenViking、NoKV 等 agent infra 项目形成了开源合作伙伴关系。 我希望 LoopX 最终能放大每个人的 vision 和想象力。只要你有自己的目标、想法或技术主张，就能拥有一个全天候继续工作和探索的 Agent 系统，帮助你把愿景一点点变成现实。 欢迎试用、提 issue、贡献代码，或者用一个真实的 multi-day task 跑 LoopX。

今天面试官问我：Agent 在流式输出 Chat Response 的过程中，怎么实现人为中断和上下文感知恢复？ 我说关键就两点： 第一，一个 Task 一个 Session。 用户点 Stop，只是中断当前这次 run，不是清空整个对话。所以停止时，要把当前上下文保存到对应的 sessionId 下；下一次恢复时，再根据这个 sessionId 把上下文加载回来。 第二，要处理 tool call 被截断的情况。 如果中断发生在 tool_call 已经生成、但 tool_result 还没返回的时候，消息链就是半截的。下一轮直接继续，很容易报 Pending tool calls exist without results。所以这类半截 tool_call，必须补一个 recovery result，让上下文重新变成合法状态。 一句话：Stop 停的是这次输出，不是这个 Task 的记忆。 按照这个思路，我把 Stella 的输出停止和带上下文状态恢复给做顺溜了。满分 💯

Texas Instruments $TXN posted Q2 revenue of $5.5B, driven by strength in automotive and data center markets. Q3 OUTLOOK: Management is targeting up to $6.15B in revenue for Q3 on broad-based demand recovery. CASH & DIVIDENDS: $TXN delivered $6.5B in trailing free cash flow while maintaining an A+ dividend consistency rating. THE RATING: Elevated inventory balances keep the Seeking Alpha Quant score at a neutral HOLD for now. Are you holding $TXN for its top-tier dividend consistency as the analog cycle recovers?

Dr. Vic Troha and Sam Monson break down the latest on Tank Dell’s road to recovery from his devastating 2024 knee injury “He’s going to be an example of recovering from something like this as a wide receiver at that age. He’s going to be a good example of what you can do because his body is at a prime age to recover. The surgery was complex, but it sounds like it went okay. I’m just very interested to see what he does… and you’ll know right away if he just can’t cut the same.”

A man approached me after our event in Strongsville to convey that he was benefiting from the drug my company developed for prostate cancer. So grateful. Let’s pray for his health & continued recovery. 🙏

WATCH: The grandfather thrown into the air by a charging bison in Yellowstone is breaking his silence from a Bozeman hospital. "He could have stomped me. He could have gored me. He could have done anything." 65-year-old Carl Isom-McDaniel says the landing, not the launch, caused his fractured hip and a broken femur, and he's now praising the doctors and nurses treating him as he begins a long recovery.

UnitedHealth Group $UNH reported solid adjusted earnings of $6.38 per share on a massive $112B in revenue, nudging its full-year guidance upward. THE FORECAST: Backed by excellent Medicare performance, management lifted its full-year adjusted EPS guidance to a strong $19.50–$20.00 range. THE HEADWINDS: Under the hood, commercial medical costs spiked over 11%. This stubborn trend is stretching the company's projected margin recovery timeline out past 2027. THE REWARD: Shareholders are seeing a payout bump, with the annualized dividend hitting $9.28 alongside a planned $5B share buyback program. THE RATING: Fading commercial cost efficiency balanced against high consumer demand keeps the Seeking Alpha Quant score locked at a neutral HOLD.

24 hours crypto news 1. Bitcoin hovers around $59k-$63k amid market volatility, with U.S. spot Bitcoin ETFs seeing inflows after weeks of outflows, while BlackRock continues large BTC transfers to Coinbase. Analysts note potential for recovery as whale activity and institutional moves signal underlying strength despite geopolitical tensions. 2. FTX creditors are set to receive up to 120% recovery in a new $900 million payout distribution starting July 31, bringing closure to many after the exchange's collapse. 3. Major regulatory developments: Indonesia requires certifications for crypto-influencing, Spain enforces MiCA deadlines potentially forcing some firms out, and the EU's rules contribute to Dutch exchange collapses. Meanwhile, the CLARITY Act discussions continue in the U.S. 4. Stablecoin momentum builds as USDT flips Ethereum's market cap after years, Visa reports record $1.79T in stablecoin volumes for June, and firms like Circle expand with new banking approvals. 5. Tokenization and AI-crypto crossover heat up: Big moves in RWA (real-world assets), prediction markets surging, and companies like Galaxy shifting mining ops toward AI data centers. Solana and other chains see strong activity in these areas. 💡 If this inspired you, feel free to: ❤️ Like | 💬 Comment | 🔄 Repost 🙏 Thank you for reading! Welcome to check in! 中文版 1. 比特币在市场波动中徘徊于59k-63k美元附近，美国现货比特币ETF在数周流出后迎来资金流入，黑石继续向Coinbase转移大量BTC。分析师指出，尽管地缘政治紧张，但鲸鱼活动和机构动作显示出潜在复苏信号。 2. FTX债权人将从7月31日开始获得新一轮9亿美元分配，最高可回收120%，为交易所崩盘后许多人带来终结。 3. 监管动态显著：印尼要求加密影响者持证，西班牙严格执行MiCA截止日期可能迫使部分公司退出，欧盟规则导致荷兰交易所倒闭。美国CLARITY法案讨论持续推进。 4. 稳定币势头强劲，USDT时隔多年市值超越以太坊，Visa报告6月稳定币交易量创纪录达1.79万亿美元，Circle等公司凭借新银行批准持续扩张。 5. 代币化和AI-加密交叉领域升温：RWA（真实世界资产）动作频频，预测市场激增，Galaxy等公司将挖矿业务转向AI数据中心。Solana等链条在这些领域活动活跃。 💡如果这条激励到你，欢迎❤️点赞 | 💬留言 | 🔄转发 🙏 感谢阅读！ 欢迎来打卡！