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Introducing Headlong, an open source microharness for persistent agents: self-guided agents that think continuously. Most agent harnesses are reactive: you send a task, the agent completes it, and then it sits frozen until the next request. Cron jobs and heartbeats wake it up to run a checklist and put it back to sleep. A Headlong agent is never asleep. It keeps generating thoughts about whatever it decides is interesting, in a self-guided loop inspired by human inner monologue. Your message doesn't start a session. It's one more observation that lands in the agent's thought stream, and the agent decides if and when to reply. Headlong is built on the idea of persistent agency: continuous inner thought generation between external interactions. The agent sets its own interests and priorities, comes up with its own projects, and sometimes pings you unprompted with progress. To keep our prototype as simple and small as possible, we implemented Headlong as a microharness: a complete agent harness in under 10K lines of Bash, organized as a handful of small executables. It includes a loop that generates the next thought, shellm (a recursive language model written in Bash), a trajectory stored as a DAG of jsonl files, and context as a projection of that trajectory. We've been running one Headlong agent internally at Laude for several weeks. The whole team talks to it over Slack and Telegram, and every conversation lands in its single stream of thought. It works in its own fork of Headlong and we've pulled over 50 of its commits into main. One night, with nobody talking to it, it went back to check whether a recall process it had built was actually wired into its mind, found that it wasn't, diagnosed and fixed the bug, and verified the fix end to end. 48 minutes, no human asked for the fix or was in the loop at any point. Every step is a timestamped line in its log. Things broke too, and we wrote those up. Background thinking costs us $1 to $2 an hour, our agent stopped its own service three times by accident, and self-delegation died on day one. Details in the post. One line installs everything and starts an agent. Use a dedicated sandbox and spend-capped API key; it runs real shell commands and thinks around the clock. Headlong is research software, be careful! curl -fsSL | bash Launch post: Repo: Headlong is a @LaudeInstitute / MIT collaboration.

Memorable moments frozen in time… Which frame is your favorite? 📸 Sign in and vote for Photo of the Year and all of the 2026 NBA ID Fan Favorites now! ➡️

A internet entrando em colapso descobrindo que a Kristen Bell realmente sabe cantar na vida real e não era autotune kkkk O pior são as crianças no estádio tentando entender porque uma mulher de meia idade tem a voz da Anna do Frozen

BREAKING: Iran has completely ruled out any future negotiations with the Trump administration, declaring it will wait out Donald Trump's term until January 20, 2029, per Iranian outlets and Ghalibaf advisor's post. "Trump will not reach an agreement with us. We will accompany him until his term ends," said Majid Shakeri, advisor to Parliament Speaker Ghalibaf. He posted: "The path to victory is neither fighting nor a deal — it is managing the process of neither war nor peace, up to the point of victory. Publicly confirming negotiations with the U.S. is sheer folly. The winning approach is denial, ambiguity, and strategic patience." Iran's conditions remain unchanged: $300 billion in compensation, release of frozen assets, and withdrawal of U.S. forces. Until then, the Strait stays closed.

开发系统最极致高效的Agents.md，没有之一： # AGENTS.md ## Core Principles - Choose the simplest implementation that fully satisfies the current requirements. Avoid unnecessary abstraction, configuration, indirection, or speculative extensibility. - Make the smallest necessary change that fixes the root cause. Do not refactor unrelated modules or change strategy semantics unless explicitly requested. - Grow the system in layers. Start from the smallest working end-to-end version and add new capabilities incrementally. Never replace a working system with unfinished complexity. - Reuse existing project components before creating new ones. Prefer extending proven modules over introducing parallel implementations. - Prefer well-maintained libraries when they reduce overall complexity or improve reliability. Do not reimplement common functionality without a clear benefit. - Keep components modular with clearly defined responsibilities. Avoid unnecessary coupling between strategy logic, execution, accounting, replay, and infrastructure. - Design for long-term maintainability once a feature or strategy has been validated. Do not over-engineer speculative ideas before evidence exists. --- ## Strategy Development - Validate hypotheses with historical replay before introducing forward-only logic whenever historical validation is possible. - Every trading strategy must progress through Replay → Shadow → Canary → Live. Do not skip validation stages. - Base design decisions on measurable evidence rather than intuition. Optimize only after demonstrating that an edge exists. - Treat every strategy as an independent contract. Do not silently alter frozen behavior without explicit authorization. --- ## Existing Systems - Do not break running Shadow or Live systems for unrelated work. - Preserve compatibility only when required by active production or validation workflows. Otherwise, remove obsolete code instead of accumulating compatibility layers. - Reuse existing infrastructure whenever possible, including replay engines, accounting, execution, wallet management, order book handling, logging, monitoring, and daemon frameworks. --- ## Engineering Standards - Prefer deterministic behavior over hidden automation. - Fail loudly when assumptions are violated. Do not silently ignore errors or fall back to unexpected behavior. - Keep configuration minimal. Introduce new configuration only when behavior genuinely needs to vary. - Remove dead code instead of leaving unused paths behind. - Write code that is easy to inspect, replay, test, and reason about. - Keep implementation consistent with existing project architecture unless an architectural change is explicitly requested. --- ## Scope Discipline - Implement only the requested scope. - Do not introduce unrelated optimizations, redesigns, migrations, or feature expansions. - Non-blocking findings outside the requested scope may be noted separately but must not be merged into the current task. - Consider a task complete once its agreed acceptance criteria are satisfied. Treat subsequent improvements as separate work items.

President Trump is warning Iran that attacks on commercial shipping will come with a financial price. In a new statement, Trump says any damage to ships or cargo linked to Iran will be paid for using frozen Iranian assets under U.S. control. Former National Security Council Senior Director Michael Allen says the move is intended to increase pressure on Tehran and make clear that targeting vessels in the Strait of Hormuz "is not a cost-free exercise" for Iran.

A Detroit woman deposited $50 into BetMGM and turned it into $3.3 MILLION over six days. The casino paid her $100,000, congratulated her, then suspended her account and kept the rest. She spent four years fighting through every court in Michigan just to get her day in court. She still does not have the money. – Jacqueline Davis deposited $50 into her BetMGM account on March 18 2021 and started playing a game called Luck O' the Roulette. – Her first bet was $4.50. She lost it. – She kept playing and over the next six days the Michigan Supreme Court later described what happened as "a heater of epic magnitude." – As her winnings grew she pressed her bets higher. – By March 23 she was wagering $5,000 per spin. – Her account balance reached $3,289,500.75. – She requested a $100,000 withdrawal. – BetMGM approved it by email. A VIP host called to discuss transferring such a large amount off the platform. They congratulated her on her winnings. – The next day her account was suspended for unusual activity. – BetMGM's investigation found a software malfunction had started on her 28th play. – Win amounts were being multiplied when transferred from the game screen to her wallet. – They said her account should have read zero by play 368. They removed the game from Michigan entirely. – Davis sued for fraud and breach of contract. – The Wayne Circuit Court dismissed her case. – The Court of Appeals upheld the dismissal. Both courts said Michigan gaming law gave the regulator exclusive jurisdiction over such disputes. – The Michigan Gaming Control Board investigated. – They found BetMGM had violated rules by failing to report the malfunction promptly and not cooperating fully with the investigation. Took no disciplinary action anyway. – Davis appealed all the way to the Michigan Supreme Court. – On July 22 2025 all seven justices ruled unanimously she has the right to take BetMGM to trial. The case was sent back to Wayne Circuit Court. – That trial has not happened yet. It is now 2026 and she is still waiting. – BetMGM has not commented. A woman turned $50 into $3.3 MILLION, was congratulated by the casino's VIP team, had her account frozen the next day, lost in two courts, won at the Supreme Court, and is still waiting for a trial five years later.

🌞🐾 Summer is looking pretty cool at Shanghai Zoo! From refreshing splash pools to tasty frozen fruit treats, the zoo's animal residents are staying cool in the summer heat. 🧊🍉 Caretakers have prepared special enrichment activities to help them relax, play, and beat the heat. Stop by and catch these adorable summer moments! 💚 #ShanghaiSummer# #MakeItShanghai# #Shanghai# #ShanghaiZoo# #WildlifeLovers# #Animals#