• bitcoinBitcoin(BTC)$61,776.001.41%
  • ethereumEthereum(ETH)$1,628.794.21%
  • tetherTether(USDT)$1.000.00%
  • binancecoinBNB(BNB)$593.623.03%
  • usd-coinUSDC(USDC)$1.000.00%
  • rippleXRP(XRP)$1.133.34%
  • solanaSolana(SOL)$64.583.79%
  • tronTRON(TRX)$0.3255870.79%
  • Figure HelocFigure Heloc(FIGR_HELOC)$1.030.09%
  • HyperliquidHyperliquid(HYPE)$58.392.77%
  • dogecoinDogecoin(DOGE)$0.0838772.91%
  • USDSUSDS(USDS)$1.000.00%
  • leo-tokenLEO Token(LEO)$9.571.06%
  • RainRain(RAIN)$0.0131552.28%
  • zcashZcash(ZEC)$427.4520.40%
  • stellarStellar(XLM)$0.201983-3.27%
  • CantonCanton(CC)$0.162469-3.03%
  • cardanoCardano(ADA)$0.1605021.39%
  • moneroMonero(XMR)$303.242.46%
  • chainlinkChainlink(LINK)$7.663.92%
  • whitebitWhiteBIT Coin(WBT)$44.181.95%
  • USD1USD1(USD1)$1.000.03%
  • Ethena USDeEthena USDe(USDE)$1.000.00%
  • bitcoin-cashBitcoin Cash(BCH)$223.472.95%
  • the-open-networkToncoin(TON)$1.672.75%
  • daiDai(DAI)$1.00-0.03%
  • LABLAB(LAB)$12.92-14.55%
  • MemeCoreMemeCore(M)$3.042.33%
  • hedera-hashgraphHedera(HBAR)$0.0804261.07%
  • litecoinLitecoin(LTC)$41.53-0.58%
  • suiSui(SUI)$0.743.67%
  • paypal-usdPayPal USD(PYUSD)$1.000.02%
  • avalanche-2Avalanche(AVAX)$6.59-0.90%
  • Circle USYCCircle USYC(USYC)$1.130.00%
  • shiba-inuShiba Inu(SHIB)$0.0000051.79%
  • crypto-com-chainCronos(CRO)$0.0600483.14%
  • tether-goldTether Gold(XAUT)$4,304.910.49%
  • nearNEAR Protocol(NEAR)$2.005.96%
  • Global DollarGlobal Dollar(USDG)$1.00-0.01%
  • BlackRock USD Institutional Digital Liquidity FundBlackRock USD Institutional Digital Liquidity Fund(BUIDL)$1.000.00%
  • Ondo US Dollar YieldOndo US Dollar Yield(USDY)$1.12-1.75%
  • BittensorBittensor(TAO)$208.086.90%
  • pax-goldPAX Gold(PAXG)$4,309.190.43%
  • mantleMantle(MNT)$0.544.18%
  • World Liberty FinancialWorld Liberty Financial(WLFI)$0.055352-0.52%
  • Ripple USDRipple USD(RLUSD)$1.00-0.02%
  • OndoOndo(ONDO)$0.3361873.98%
  • AsterAster(ASTER)$0.631.69%
  • polkadotPolkadot(DOT)$0.951.12%
  • worldcoin-wldWorldcoin(WLD)$0.47047211.98%
TradePoint.io
  • Main
  • AI & Technology
  • Stock Charts
  • Market & News
  • Business
  • Finance Tips
  • Trade Tube
  • Blog
  • Shop
No Result
View All Result
TradePoint.io
No Result
View All Result

Building Reflective Prompt Optimization with GEPA: Multi-Component Prompts, Structured Feedback, and Held-Out Validation

June 7, 2026
in AI & Technology
Reading Time: 1 min read
A A
Building Reflective Prompt Optimization with GEPA: Multi-Component Prompts, Structured Feedback, and Held-Out Validation
ShareShareShareShareShare

YOU MAY ALSO LIKE

Agentic AI solved coding — and exposed every other problem in software engineering

How To Get Your Money’s Worth From YouTube Premium

def make_problems(n, seed=0):
   rng = random.Random(seed)
   out = []
   for _ in range(n):
       t = rng.choice(["discount", "travel", "wallet", "chain"])
       if t == "discount":
           unit  = rng.choice([40, 60, 80, 120])
           qty   = rng.choice([5, 6, 8, 10])
           disc  = rng.choice([10, 20, 25, 50])
           total = unit * qty
           gold  = total - total * disc // 100
           q = (f"A shop sells notebooks at {unit} rupees each. You buy {qty} "
                f"notebooks and get a {disc}% discount on the total bill. "
                f"How many rupees do you pay in total?")
       elif t == "travel":
           s1, h1 = rng.choice([40, 50, 60]), rng.choice([2, 3])
           s2, h2 = rng.choice([30, 45, 70]), rng.choice([1, 2, 3])
           gold = s1 * h1 + s2 * h2
           q = (f"A car drives at {s1} km/h for {h1} hours, then at {s2} km/h "
                f"for {h2} hours. What is the total distance travelled, in km?")
       elif t == "wallet":
           tens   = rng.choice([3, 5, 7, 9])
           fifties= rng.choice([2, 4, 6])
           spent  = rng.choice([50, 80, 110, 150])
           gold = tens * 10 + fifties * 50 - spent
           q = (f"You have {tens} ten-rupee notes and {fifties} fifty-rupee "
                f"notes. You spend {spent} rupees. How many rupees are left?")
       else:
           x = rng.choice([6, 9, 12, 15]); y = rng.choice([4, 7, 10]); z = rng.choice([3, 8, 11])
           gold = x * 2 - y + z
           q = (f"Start with the number {x}. Double it, then subtract {y}, "
                f"then add {z}. What number do you end with?")
       out.append({"question": q, "answer": gold})
   return out
all_problems = make_problems(18, seed=42)
random.Random(1).shuffle(all_problems)
trainset = all_problems[:12]
valset   = all_problems[12:]
print(f"Dataset: {len(trainset)} train / {len(valset)} val problems\n")

Credit: Source link

ShareTweetSendSharePin

Related Posts

Agentic AI solved coding — and exposed every other problem in software engineering
AI & Technology

Agentic AI solved coding — and exposed every other problem in software engineering

June 7, 2026
How To Get Your Money’s Worth From YouTube Premium
AI & Technology

How To Get Your Money’s Worth From YouTube Premium

June 7, 2026
What’s Driving the Rally in AI Stocks?
AI & Technology

What’s Driving the Rally in AI Stocks?

June 7, 2026
Best 21 Low-Code and No-Code AI Tools in 2026
AI & Technology

Best 21 Low-Code and No-Code AI Tools in 2026

June 7, 2026
Next Post
Iran fires missiles towards Israel as IDF says it is working to intercept threats – BBC

Iran fires missiles towards Israel as IDF says it is working to intercept threats - BBC

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

Search

No Result
View All Result
Fox News star Peter Doocy announces wife Hillary Vaughn is pregnant with third child

Fox News star Peter Doocy announces wife Hillary Vaughn is pregnant with third child

June 1, 2026
WATCH: Student falls out of back of Virginia school bus

WATCH: Student falls out of back of Virginia school bus

June 2, 2026
🔴Live Day Trading – The First 60 Minutes Will Be Huge Today

🔴Live Day Trading – The First 60 Minutes Will Be Huge Today

June 2, 2026

About

Learn more

Our Services

Legal

Privacy Policy

Terms of Use

Bloggers

Learn more

Article Links

Contact

Advertise

Ask us anything

©2020- TradePoint.io - All rights reserved!

Tradepoint.io, being just a publishing and technology platform, is not a registered broker-dealer or investment adviser. So we do not provide investment advice. Rather, brokerage services are provided to clients of Tradepoint.io by independent SEC-registered broker-dealers and members of FINRA/SIPC. Every form of investing carries some risk and past performance is not a guarantee of future results. “Tradepoint.io“, “Instant Investing” and “My Trading Tools” are registered trademarks of Apperbuild, LLC.

This website is operated by Apperbuild, LLC. We have no link to any brokerage firm and we do not provide investment advice. Every information and resource we provide is solely for the education of our readers. © 2020 Apperbuild, LLC. All rights reserved.

No Result
View All Result
  • Main
  • AI & Technology
  • Stock Charts
  • Market & News
  • Business
  • Finance Tips
  • Trade Tube
  • Blog
  • Shop

© 2023 - TradePoint.io - All Rights Reserved!