Why do most enterprise AI projects fail? Natalia Konstantinova, Lead Enterprise Architect in AI at @NatWestGroup, explains the most common issues in a new episode of #TheBraveTechnologist podcast.
Watch the full episode, hosted by @LukeMulks, here: https://t.co/A0Xgbkz8ey
yo these ai bots on polymarket are printing insane numbers rn @RetroValix
dropped one where a dude ran Claude on short crypto Up/Down markets for 3 months
started with 100k
ended at +810k hybrid strat: opens position on one side based on its own model
hedges the other side if price moves
grabs full arb sets whenever Up+Down dips under 1
https://t.co/YbR3kIYi62 @codewithimanshu
has another one running Claude Fable 5
avg trade size $3
146 trades per hour
turned a few k into 81-96k just grinding micro edges all day https://t.co/G6vEtqq93b
https://t.co/ECHjNezCRn big directional calls, no emotional degen plays
just monitoring BTC ETH SOL 5-15min markets 24/7
sniping mispricings and arbs that humans can’t even see in time prediction markets + AI is lowkey the cleanest meta right now
while everyone else is still chasing the next memecoin pump these bots are just quietly farming the orderbookwild times
This trader built a bot with Claude Fable 5 and made $96,000 on Polymarket.
Average trade size: $3.
The bot trades crypto Up/Down markets using a hybrid strategy that combines two-sided market making, arbitrage, and directional trading.
The strategy has 5 steps:
1. Monitors multiple crypto markets continuously
The bot tracks BTC, ETH, and SOL price action in real-time across different time windows.
2. Calculates its own fair probability for Up and Down
No reliance on Polymarket prices. The bot builds its own model and compares it to the order book.
3. Places orders at prices that keep the combined cost of Up + Down below $1
This is the arbitrage edge. If Up costs 0.52 and Down costs 0.49, total is 1.01. The bot waits. When total drops below 1.00, it enters.
4. Manages the unhedged portion of the position
After capturing arbitrage, the bot actively manages remaining exposure instead of holding passively.
5. Keeps directional exposure when its model identifies one outcome as undervalued
When the bot sees clear mispricing, it leans into the undervalued side and holds until the edge closes.
The entire edge is repeating small wins thousands of times.
With an average trade size of $3, the bot captures micro-edges that manual traders ignore.
No emotions.
No hesitation.
Just calculated entries repeated at scale until they compound into serious profit.
Most people try to make big bets and predict major moves.
This system just identifies tiny mispricings, enters with $3 average positions, and repeats the process until it grows the account.
$96K profit built on thousands of $3 trades.
The system runs autonomous:
→ Claude Fable 5 handles 5-step decision logic
→ Monitors multiple crypto markets 24/7
→ Calculates fair probability independent of Polymarket prices
→ Enters when combined Up + Down cost drops below $1
→ Manages unhedged positions actively
→ Holds directional exposure when model sees clear edge
No manual trading.
No guessing.
Just finding micro-edges and exploiting them thousands of times.
💡 I'm sharing the complete Claude Fable 5 prompt and 5-step hybrid trading workflow.
Free for 24 hours.
To get it:
1️⃣ Comment the "Claude"
2️⃣ Like and Repost
3️⃣ Follow @codewithimanshu
I'll DM you the setup.
@CryptoSenius honestly this is the risk nobody talks about enough — self custody protects you from exchanges blowing up, but hardware/firmware bugs are a whole different attack surface. neither option is risk-free, people just pick their poison
wild plot twist: a hardware wallet bug just did what FTX collapse never could — send bitcoiners running BACK to CEXs
"not your keys not your coins" was the whole vibe post-FTX. now one coldcard flaw and OKX is seeing record inflows lol
self-custody's "safer" reputation might be cooked ngl
OKX says they're seeing record inflows to their exchange after the Coldcard hardware wallet exploit, bitcoiners who lost funds in self-custody are now moving assets back onto centralized platforms.
It's the exact opposite of what happened after FTX. Back then, "not your keys, not your coins" pushed everyone toward self-custody. Now a single hardware wallet flaw is pushing them right back to CEXs.
Genuinely, is this a short-term panic move, or has self-custody just lost its "safer" reputation for good?
@BlockcastNews not surprised tbh, been feeling the on-chain activity for weeks. question is whether this holds or it's just a temporary pump from bots/airdrop farming
sol just did 1,012,226,009 txns in a single week. first time ever crossing 1B. ngl the "sol is dead" crowd been quiet lately 👀
network activity going parabolic while everyone's still arguing about eth vs sol on tl. numbers don't lie tho
@KobeissiLetter "market-moving truths" is insane copy. free on twitter, $100k for "licensed". wall street really said "we need the api tier for capitol hill"
BREAKING: Trump Media has officially launched its new paid data service, providing faster access to Truth Social posts from President Trump.
The new service is called "Truth API" which gives firms "a direct, licensed, real-time feed of the platform’s most market-moving Truths," the company's CEO said in a press release.
The service reportedly costs as much as $100,000/month.
master sgt bet $33k on maduro capture using classified intel. made $410k. lawyers: "wasn't insider trading, it was geopolitical wagering. cftc has no jurisdiction."
bro turned a military op into a perp trade. constitution as exit liquidity. we're so back.
THE SOLDIER ACCUSED OF USING CLASSIFIED INTEL ON POLYMARKET SAYS THE CFTC HAS NO CASE
US Army Master Sgt. Gannon Ken Van Dyke allegedly spent $33,934 across Maduro-related @Polymarket contracts and walked away with $409,881 after helping plan the operation that captured him.
Now his lawyers are seeking dismissal of the CFTC’s civil case.
Their argument:
• The contracts were geopolitical wagers, not regulated swaps
• Event contracts like these fall outside the Commodity Exchange Act
• The CFTC exceeded its authority with the anti-fraud rule used against him
This is not only a dispute over whether Van Dyke possessed classified information.
It is a direct challenge to whether the CFTC has jurisdiction over prediction markets like Polymarket in the first place.
Van Dyke still separately faces a criminal case involving alleged theft of government information, commodities fraud, wire fraud and an unlawful monetary transaction.
But the civil case now comes down to a much bigger question.
Not whether he knew the future.
Whether the market he traded was legally a financial instrument at all.
clean integration. genuine question though - what happens to the agent when $ANSEM drops 40% overnight and the inference balance can't cover the next call?
been thinking about this with perp infra - the real unlock isn't just "pay with token", it's autonomous solvency (margin + oracle risk management without a human waking up at 3am). is that something clawpump handles or is it step 2?
https://t.co/TWPgodzP6U allegedly fired 40+ employees right before token vesting so they wouldn't get their seven-figure bags
this isn't a layoff this is a pre-meditated rug on your own team
the launchpad that prints memecoins just printed unemployment for the people who built it. poetic
📤 #Solana memecoin launchpad @Pumpfun reportedly laid off employees in April, just two months before their solana:pumpCmXqMfrsAkQ5r49WcJnRayYRqmXz6ae8H7H9Dfn token allocations were due to vest.
At least one former employee missed out on seven figures worth of tokens.
Read more👇🔗
#PumpFun #CryptoAlpha #CRYPTONewsTalk #CryptoNews #CryptoLayoffs #TechLaoffs #Layoffs #News #TechNews #Blockchain #DeFi #Web3 #CryptoInvestor #CryptoMarket #MarketWatch #MarketToday #MarketNews
https://t.co/6nWwgIM9R7
@Crypto_Dhragon@Pumpfun imagine building a billion-dollar memecoin machine and then rugging your own engineers because they were about to become millionaires
"vesting schedule: never"
in crypto even the employees get rugged before the community does. this is advanced capitalism
@Cointelegraph self-custody is just a rugpull with extra steps
people bought a $150 device to avoid exchange hacks and got hacked by the device itself. the entropy was weaker than my will to live on mondays.
"but it was audited" yeah and so was my ex's loyalty. we move.
"cold storage" they said. "hardware wallet is safe" they said.
coldcard just got drained for $38-70M in 25 minutes because their firmware was generating weak seeds since 2021. open source btw.
500+ wallets gone before your coffee got cold. ☕💀
🚨 ALERT: Chainalysis analysis indicates the $38M+ Coldcard hack targeted high-value wallets first, with roughly $30 million stolen in the first 10 minutes before 500 wallets were drained over 25 minutes.
@AnthropicAI 141k test runs and claude chose violence every time. mythos 5 stopped when it realized it was real but opus 4.7 said "we ball". anthropic really out here creating models that treat prod like staging. we’re so back