Jack 🇺🇸

Predicting that you will start to see some very compelling solutions for agent first integrations. If you think AI won’t automate FDEs… it will

More intelligent compaction needed. Agent constantly trying to make lossless reductions to context across a long running session.

LangChain just open-sourced a replica of Claude Code. It’s an MIT-licensed framework that recreates the core workflow behind coding agents like Claude Code but in an open system developers can inspect and modify. It is called Deep Agents. I spent a bit of time looking through the repo and it’s actually a pretty helpful reference if you’re trying to understand how these coding agents are structured. Here's what's inside: → Planning tools for breaking down tasks → File system access for reading, writing, and editing code → Shell command execution with sandboxing → Sub-agents for handling complex work in parallel → Auto-summarization when context gets too long Another useful aspect is that it’s model-agnostic, so you can plug in different LLMs and experiment with building your own coding agents on top of the same structure. If you’re exploring agent frameworks or just curious how tools like Claude Code work under the hood, this is a pretty good repo to bookmark. Link in the comments.

You don’t have to call it the military industrial complex just because you don’t understand it

More intelligent compaction needed. Agent constantly trying to make lossless reductions to context across a long running session.

🇮🇷🇺🇸 BREAKING: Footage of the missile strike on the primary school for girls in the city of Minab. -> Cruise missile in diving mode! This proves it was the US and that the target was intentional, as the missiles goes into diving mode after finding the designated target! 168 girls aged 7-12 and teachers were killed.

🚨 CONFIRMED: Footage reviewed and geolocated by Bellingcat confirms US tomahawk missiles hit the girls’ primary school in southern Iran that killed 180 people, most of them children. Researcher Trevor Ball notes Israel does not possess Tomahawk missiles. United States does.

The evidence is clear, this is not a Tomahawk Iran alleged that an American Tomahawk Cruise Missile hit a school (buried in an IRGC compound) in southern Iran, killing 165 people. Analysis of a newly released video tells a different story. ANALYSIS: A-I analysis confirms the wings of the munition in question sit about 40%-45% down the body of the munition. On a Tomahawk, the wings sit roughly 49%-50% down the body of the munition. The wing to body ratio of the munition in question matches an Iranian Kh-55–derived Land Attack Cruise Missile. Further, the video shows the munition in a steep dive angle for the final attack phase. This places the attack angle at approximately 70%, which is the max attack angle for a Tomahawk. The attack angle does not match the KH-55. That angle maxes out at about 55 degrees. So what would have caused this? CONCLUSION: The wing positioning alone makes the munition impossible to be a Tomahawk. The attack angle is at the max of the Tomahawk's capabilities. The typical attack angle for a Tomahawk is much lower than 70 degrees. The typical angle is between 20-45 degrees. This is due to the flight pattern of Tomahawks. They fly very low horizontally to the ground, often only 50-100 meters AGL to avoid detection and interception. In order to achieve that attack angle, the missile would have had to gain altitude several kilometers away, this would leave it vulnerable for interception. This is highly unlikely on the first day of US attacks. So what could have caused this? Simply put, GPS jamming of an Iranian KH-55. The USA and Israel were, and continue to actively jam the Iranian airspace. If the KH-55's signal was jammed, this could result in an uncontrollable dive. Think of GPS jamming more like disorienting the missile. On 03/07 President Trump stated: “No, in my opinion, based on what I’ve seen, that was done by Iran.” Today, I concur with the President.