RESULT Beats Claude Opus 5.5: 3.6× faster, 40× cheaper →

Trained on
the trenches.

Charge is an open 30B model that reads Pons launches on Robinhood Chain. It learned from launches and what happened to each one next. On launches it had never seen, it beat Claude Opus 5.5 at the question trenchers ask all day: will this double before it halves? In a fraction of the time (3.6× faster) and at 40× lower cost per read.

$CHARGE CASoon
Open weights on Hugging Face · Qwen3-30B-A3B fine-tune · Apache 2.0 · launched on Surplus
charge-30b · reading the tape
0%
 
 held-out read · Oct 10–12
Pons launches studied
74,085snapshots, each with its outcome
AUC on launches it never saw
30Bparameters, 3B active per token
40×+cheaper per read than Opus 5.5
Try it

Paste a Pons launch.

Charge builds the facts card from the public tape and reads it, live. ETH-paired Pons launches up to 3 days old.

A few reads a minute per person. Not advice.

CHARGE inside Charge

Hold to unlock. Burn to go further.

Pons reads stay free for everyone. Link a wallet that holds CHARGE and Charge Direct, higher limits and an API key unlock. Need more than your tier gives? Burn CHARGE for read credits.

YOU
Free
no wallet needed
  • Pons reads here, in the bot and the API
  • 40 reads an hour
YOU
⚡ Charged
500k+ CHARGE
  • Charge Direct (preview): reads of direct launches (Uniswap, Poolstrade, Bankr)
  • 400 reads an hour
  • Personal API key
YOU
⚡⚡ Overcharged
2.5M+ CHARGE
  • Everything in Charged
  • 1,500 reads an hour
  • First access to every new Charge model
🔥 Burn credits
$1 burned = 200 reads
Up to 50,000 reads per burn
  • Send CHARGE to the burn address from a linked wallet
  • Credits cover reads past your tier, and Charge Direct without holding
  • Every burn is public, below

Your wallet

Sign a message with your wallet. It's free: not a transaction, nothing moves, no approvals. Charge checks your CHARGE balance live on Robinhood Chain.

Wallet can't sign on a website (like Fomo)? Link it with a tiny burn

You send an exact small amount of CHARGE to the burn address from the wallet you want to link. The burn proves the wallet is yours, and it becomes read credits.

Burn ledgerlive

0CHARGE burned
$0value at burn
0burns

Burn address 0x…dEaD . Send from a linked wallet; credits land within a minute. Burns are permanent.

Charge only verifies: it reads signatures, balances and burns on Robinhood Chain. Linking is a signed message, not a transaction; the site never asks your wallet to approve a transaction or a token allowance, and Charge never holds funds. Burns are sent by you, from your own wallet. Tiers count CHARGE held in linked wallets (LP positions don't count) and follow live balances. Reads are not advice.

Replay the tape

Pick a launch. Read the call.
Then see what happened.

These are Charge's real reads of launches it never saw in training (October 10–12). We picked them to show every kind of outcome, misses included. The full numbers are further down.

The facts Charge saw

Charge's read

Results

3B active parameters
vs the frontier.

Same facts, same question: will this launch double before it halves in the next 24 hours? Scored on launches none of them had seen.

0.5 = coin flipAUC · 1.0 = perfect
of held-out reads well-formed ()
in the same band as its teacher, within one band
40×+cheaper per read than Opus 5.5: about $0.07 per 1,000 reads on the Surplus API, vs $3–8 for Opus at list price

How we tested. snapshots of live Pons launches from October 10–12, none seen in training; every launch that doubled first is included. Each model saw the same facts. The Claude models also got a primer on how Pons works and the 6% base rate, and rated 20 snapshots at a time. AUC weights each launch once. Test numbers come from Charge 30B trained only on launches before October 10; the released model is the same recipe trained on every launch through October 12. Check it yourself: every card, every model's answer, the outcomes and a scoring script are public on Hugging Face.

What a charge means

Five bands. Real outcomes.

Charge ranks a launch against every live launch it learned from: 90% means busier and stronger than 90% of them. Here is what launches in each band did over the next 24 hours, from Charge's own reads on the test days.

Higher charge means more action, both ways. The hottest reads halve first more often than they double. The runners come from the top bands, and so do the round-trips.
What it's for

Less noise. Earlier reads.
Fewer round-trips.

🪫

Noise filter

⚡

Early read

⚠️

Round-trip warning

of ⚡ reads halved before they doubled; doubled first. The typical one dropped to of the read price within a day. Charged is a reason to watch, not to chase.

Test days: October 10–12, 2026, one launchpad. Small samples, and markets change.

How it's built

From the tape to Charge 30B.

01

The tape

Public trades of every ETH-paired Pons launch since October 5 that got at least one real trade (about a quarter never do): price, flows, buyers, sellers, holders, the dev's own trades, ticker copies, socials. Nothing private.

02

Snapshots

Each launch read at fixed ages and every 10 minutes while it traded: 65,542 moments, each labelled with what happened in the next 24 hours.

03

A teacher

A gradient-boosted model learns the odds from those labels, with every launch weighted once so a long-running coin can't dominate.

04

The reads

Every answer is written from the data by templates: the band, the measured outcome mix and the facts that moved the odds for launches like it. No text from another LLM.

05

Charge 30B

Qwen3-30B-A3B fine-tuned with LoRA (attention and experts) on examples, including general chat turns so it still talks like a model, then merged into open weights.

06

The exam

Trained on launches before October 10, tested after. Scored against what really happened, and against Claude Opus 5.5 and Sonnet 5.5.

Roadmap

One token. A read for every trench.

Every Charge model learns from the public tape and passes an exam against Claude, on launches it never saw, before it ships. You pick the order: you voted for Charge Direct on day 1, and it shipped on day 2.

Liveshipped
⚡

Charge 30B

Reads Pons launches: how live a launch is, how launches like it did over the next 24 hours, and what stands out. Free for everyone, here, in the bot and on the Surplus API.

Robinhood Chain · Pons · free

🦄

Charge Direct

Coins launched straight into Uniswap pools on Robinhood Chain, where most of the action outside Pons happens. Its reads include the rug rate.

Robinhood Chain · direct launches · preview, live for holders

🔑

Hold to unlock, burn for reads

Holders unlock Charge Direct, higher limits and a personal API key. Burns buy read credits. See the tiers.

CHARGE · 500k+ and 2.5M+

🦄

Charge Direct v2

Training now, on a fresh week of launches. Overcharged holders get it first, after the same exam.

Robinhood Chain · direct launches

◎

Charge for pump.fun

The biggest trench. The same read for pump.fun launches, trained on hundreds of thousands of them. Your second pick in the vote.

Solana · pump.fun

📊

Weekly receipts

Charge's reads next to what actually happened, every week. Hits and misses both.

Public · every model

Lateras usage grows
🔁

Pay per read

Pay in ETH, no holding needed. A fixed, published share of every payment buys back and burns CHARGE: more use, more burns.

⏰

Charge Wake

Launches hours to weeks old that start trading again. Is the wakeup real, or one wallet pushing a dead chart?

🧠

One Charge for every trench

The goal: Pons, direct launches and pump.fun in one model, under the same token.

What doesn't change

Run it

Open weights. One API. A bot.

Charge 30B is live on the Surplus API as : $0.10 per 1M tokens, paid in CREDIT. Keys, credit and the exact details are on Surplus.

FAQ

Questions.

Is this financial advice?

No. Charge reads public trading facts and tells you how launches like this one did next. On Pons, even its hottest band halves first more often than it doubles; on direct launches, rugs are common in every band. What you do with a read is your call.

Does Charge see the chain?

No. It reads the facts you give it: age, market cap and ATH, trades, buyers and sellers per window, holders, the dev's own trades, first-30-second buyers, the creator's other launches, socials. The Charge bot fills those in from a contract address.

Why do the hottest reads halve so often?

Because the hottest tapes are the most crowded. Busy launches move in both directions: the runners come from the top bands, and so do most of the round-trips. A high charge says "this is where the action is", not "this is safe".

What can't it do?

It doesn't read contracts, so honeypots and hook traps need a sell simulation. It can't see the team, the news or who is about to shill. It was tested on two days of one launchpad. It will be wrong, often.

Where do the creator fees go?

$CHARGE launched on the Surplus LLM launchpad. Its creator fees go to a fixed splitter: 60% to the hosting vault that keeps Charge live on the Surplus API, 30% to the builder, 10% buys and burns $SURPLUS. The builder's 30% runs Charge: free reads on this site, in the Telegram bot and the API, GPUs before graduation, Surplus CREDIT after, training new models, and CHARGE buybacks from the public dev wallet, each announced with its tx.

What is $CHARGE for?

$CHARGE unlocks Charge. Pons reads stay free for everyone. Link a wallet holding the Charged amount and you get Charge Direct (reads of direct launches), higher limits and a personal API key; the Overcharged amount adds first access to every new Charge model. Burn CHARGE for read credits when you need more. Every Charge model (Direct now, pump.fun next) ships under the same token. See the tiers.

Will the tier thresholds change?

500k and 2.5M are the launch tiers. If you qualify, we won't raise the bar on you: a price run never takes your tier away. As the price rises we lower the thresholds, so joining costs about the same in dollars. What each tier unlocks can grow (new models first), and read limits may be tuned to keep Charge running; heavy use is what burn credits are for.

What is Charge Direct (preview)?

The Charge read for coins launched straight into Uniswap pools on Robinhood Chain (plus Poolstrade and Bankr), where launches can also be rugged by pulling liquidity, so its reads include the rug rate. It's the first model for CHARGE holders. On 1,000 launches from October 13-14 it never saw, it scored 0.90 AUC at calling which ones double before they halve, vs 0.65 for Claude Opus 5.5 given the same facts (0.70 vs 0.51 on the launches it reads mid or hotter, the ones traders actually look at). It's a preview, so you get it early, limits included: it learned from October 5-11 only, it understates how often quiet launches halve or get rugged, it doesn't read contracts (honeypots, hook traps), socials or the team, it reads launches up to 3 days old, and it's weak at general crypto questions. A better version is already training.

Is linking a wallet safe?

You sign a plain-text message: it's not a transaction, it can't move anything, and Charge never asks for approvals or allowances. Charge only reads your CHARGE balance and the burns your wallet makes. Burns are sent by you, from your own wallet, and are permanent.

Will Charge get better?

If people use it, yes. The Surplus API serves the exact commit $CHARGE launched with, and Charge 30B's weights are on Hugging Face. Holder models like Charge Direct are served through chargeai.bid, the bot and the Charge API, examined the same way before they ship. Tell us on X what to train next.

Is there a community chat?

Yes: t.me/chargeairh on Telegram. The Charge bot is in there too, so /read 0x… works in the chat. Admins never DM first.

Is there a dev wallet?

The launch wallet can't buy on Surplus launches. Any dev buy is made from a public wallet, listed here.