TokenGate
https://arxiv.org/abs/2610.26754 Process all your context faster with LLMs that can skim and read what matters
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GITHUB · launched Oct 19, 2026 · 20 upvotes (top 61%)
- Horizontal
- Model & infra
- B2B
- AI-native
- Hobby / open-source project
Similar launches
See all 172 similar launches →Could you build this?
No The product is built on an arXiv paper describing a novel method for LLMs to skim and selectively read context, so a real version depends on research-level model work rather than wrapping an API.
What it would actually take: Replicating the method requires reading the paper's architecture, implementing the skimming or token-selection mechanism inside model inference, and training or fine-tuning and benchmarking it against baselines. That takes ML research expertise and GPU compute.
Competitors
Other products that read as similar to this one : 172 launches clear the similarity bar, closest 8 shown.
Attention rank: #107 of 173 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 354 days after the earliest competitor.
- Long term Memory and 50M token window for LLM · hn · 2026-10-09 · 6 upvotes · similarity 0.52
- Tokensift, an open-sourced token-efficiency linter for LLM prompts · hn · 2026-08-29 · 6 upvotes · similarity 0.52
- Reducing LLM input tokens by 70% · hn · 2026-05-12 · 56 upvotes · similarity 0.52
- A tool to properly observe your LLM's context window · hn · 2025-10-30 · 8 upvotes · similarity 0.51
- TokenPath · hn · 2026-07-21 · 5 upvotes · similarity 0.48
- KillSwitch · hn · 2026-09-19 · 10 upvotes · similarity 0.47
- `tc` like `wc` but for LLM tokens · hn · 2026-01-12 · 8 upvotes · similarity 0.47
- CTON: JSON-compatible, token-efficient text format for LLM prompts · hn · 2025-11-20 · 13 upvotes · similarity 0.46
Other launches for this product
- No other launches for this product.