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Crypto-focused AI infra and tooling Built by @alt_layer.

The LLM Land
Joined March 2023
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Introducing AltLLM by @alt_layer: The AI for crypto. Today, we’re introducing AltLLM Chat and AltClaw.
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Unlock size without market context can mislead. A 2% unlock may be manageable for a liquid token with steady volume. The same percentage can matter far more when trading is thin. The better question is not only “How much unlocks?” but “How much can the market absorb?”
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An unlock-pressure brief could compare: • tokens and USD value unlocking • % of circulating supply • value vs recent trading volume • recipient or allocation category • low, base and high sale scenarios Venue-level liquidity can be added when the application has it.
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AltLLM can bring tokenomics, price, market cap and volume into the analysis. The result does not predict selling. It shows the size of the unlock, the assumptions behind each scenario and what the market may need to absorb. Build with AltLLM → altllm.ai
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AltLLM’s Knowledge Layer currently covers 103 crypto projects across eight categories, from Layer 1s and DeFi to gaming, infrastructure, privacy, memes and stablecoins. Where should we go deeper next? Share your thoughts 👇
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Not every crypto question should follow the same path. • Price or gas → use current market or network data • Project update → check project data and recent news • Token comparison → collect the same fields • Transaction request → prepare a plan for review
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Route the request before generating the final answer. AltLLM provides crypto data tools and access to multiple models through one OpenAI-compatible API. The application decides which model to call, what structure to return and which requests need additional checks or approval. altllm.ai
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What’s worth asking AltLLM this week? 👀 → What Keystone’s breach exposed and what stayed safe → Why a16z Crypto became a16z Frontier → What Phantom adding Kalshi says about crypto wallets → What triggered crypto’s latest wave of long liquidations
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AltLLM brings current prices, crypto news, gas data, project research and tokenomics into the same conversation. Start with the headline. Check what is confirmed. Compare the arguments. Understand what could matter next. altllm.ai
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Friday prompt: What was loud on Crypto X this week, and what actually changed? For each narrative, separate: • the headline • the supporting data • what changed in practice • what is still speculation altllm.ai
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An LP position can look very different under different price moves. Before a user deposits, show three scenarios: • Both assets stay close • One asset rises 2× • One asset falls 50% • Fees needed to offset impermanent loss
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AltLLM includes an impermanent-loss calculator alongside crypto prices and project data. Builders can turn those results into a structured position brief before the user decides what to do. altllm.ai
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An agent action should come with a decision record. If an agent recommends or prepares a transaction, keep: • the original request • the data and sources used • when the data was retrieved • the limits applied • what still needs approval
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AltLLM can return the research in a fixed structure through its OpenAI-compatible API. The application decides what can continue, what needs another check and what still requires human approval.
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A confidence score from one model only tells you so much. Before an agent acts on a market signal, send the analysis to a second model and ask: • Does the evidence support it? • What is missing? • Which assumption is weakest? • What would prove it wrong?
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The builder controls the flow. One model forms the view. The second reviews it and returns the same set of fields each time. With AltLLM, both calls can run through the same OpenAI-compatible API. The review can also return a fixed JSON format for the rest of the product to use.
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What’s worth asking AltLLM this week? 👀 → Why @ethereum researchers are debating whether AI could threaten wallet cryptography → What @SuiNetwork and @alibaba_cloud’s per-call stablecoin plan could mean for AI agents → Why EIP-8363 was pulled from Ethereum’s Hegota upgrade → What ended $XRP ETFs’ 13-week inflow streak as Bitcoin and Ether ETFs also saw outflows
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AltLLM brings current prices, crypto news, gas data, project research and tokenomics into the same conversation. Catch up on what happened. Compare the arguments. Understand what could matter next. altllm.ai
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Friday builder idea: unit tests for tokenomics. Turn every claim in the docs into a check: • Do allocations add up to 100%? • Do vesting dates match the unlock schedule? • Do fee splits reconcile? • Do supply numbers agree across sources? Run the tests again whenever the data changes. Tokenomics should fail loudly, like code.
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An agent can reach the right conclusion and still act too late. A price, gas estimate and project document should not all stay valid for the same amount of time. Give every market answer an expiry time.
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Return each result with: • retrieved_at • valid_until • status • can_continue If it is stale, refresh it or stop. AltLLM can bring current crypto data into the request and return a fixed structure. Your product sets the freshness rules.
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