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Introducing FlashCompact - the first specialized model for context compaction 33k tokens/sec 200k → 50k in ~1.5s Fast, high quality compaction

Morph

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238,504 次观看 • 7 个月前 •via X (Twitter)

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You know how slow compaction can be? My time between sessions is rarely more than 20-30 seconds. How? I built auto-handoff, now open source as a Claude Mod that automatically indefinitely continues past the context limit using handoffs intead of compaction. Fast and fully tunable automatic handoffs + a UI for walking your handoff history. Enjoy!

You know how slow compaction can be? My time between sessions is rarely more than 20-30 seconds. How? I built auto-handoff, now open source as a Claude Mod that automatically indefinitely continues past the context limit using handoffs intead of compaction. Fast and fully tunable automatic handoffs + a UI for walking your handoff history. Enjoy!

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This 30-ton autonomous planter can sow 400 hectares in 24 hours. It also significantly degrades 400 hectares of soil in 24 hours. A planter of this size aggressively compacts the soil surface and pulverizes the critical soil aggregates. Just look at the plume of topsoil left in the planter's wake. Arguably worse than surface compaction is the subsurface compaction caused by the force of a 30-ton machine traveling over the field. An initial compaction layer develops as deep as 2 feet and continues upward as new hardpan layers form on top of each other with each subsequent pass of the planter. Eventually, the subsurface compaction meets the surface compaction, and what remains is soil with no water-holding capacity, devoid of life, without the ability to cycle nutrients and generally inhospitable to crops. Despite its speed and efficiency, this planter ultimately takes the life out of farming, from the soil on up to the human operator.

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