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1  Alternate cryptocurrencies / Mining (Altcoins) / [GUIDE] Autolykos: Why Ergo's GPU Mining Still Matters in 2026 | ASIC-Resistant on: December 23, 2025, 08:51:56 PM
[GUIDE] Autolykos: Why Ergo's GPU Mining Still Matters in 2026
ASIC-Resistant PoW Without Masters



Intro: Mining Without Masters

Bitcoin showed us that PoW mining works. But 15 years later, SHA256 mining is dominated by warehouse-scale ASIC operations—the exact opposite of Satoshi's vision of "one CPU, one vote." Ergo took a different path: instead of surrendering to ASIC centralization, it built Autolykos, a memory-hard algorithm that keeps mining in the hands of regular people with regular GPUs.

This isn't just nostalgia for decentralization. It's a practical solution to a real problem.



The Problem: Why Bitcoin's Mining Model Breaks Down

Bitcoin's SHA256 is ASIC-optimized by design. The hash function is tiny, memory requirements are low, and raw compute power is all that matters. This makes it trivial for specialized chip manufacturers to pack thousands of SHA256 cores on a single chip, run them fast, and dominate the network.

Result? Mining consolidates. Bitmain, MicroBT, and a handful of others control most of Bitcoin's hashrate. When mining becomes expensive and centralized, the network becomes less censorship-resistant. When one entity can afford to upgrade their hardware every 18 months while smaller miners can't, decentralization dies.

Ergo's question was simple: What if we designed PoW so that ASIC development never becomes worth it?



The Solution: Autolykos and Memory-Hard PoW

Autolykos intentionally breaks the factors that make SHA256 ASIC-friendly.

Here's how it works:

Memory Access Becomes the Bottleneck

Instead of tiny, repeatable operations, Autolykos requires:
  • Large memory tables (built from block header + miner's nonce)
  • Random memory lookups (each step reads from unpredictable addresses)
  • Sequential processing (you can't know the next memory address until the previous step finishes)

This creates a cascade of dependencies that cannot be parallelized cheaply. Memory bandwidth becomes the limiting factor, not raw compute.

Why This Kills ASIC Economics

  • Memory is expensive to integrate on a chip
  • Off-chip memory access is slow (physics problem, not engineering)
  • You can't pack thousands of memory banks on one die efficiently
  • The R&D cost to design a specialized Autolykos ASIC exceeds the profit margin

Result: A GPU is already the best tool for the job. There's no incentive to build custom hardware.



Why This Matters: Decentralization in Practice

1. Lower Barriers to Entry

GPUs are commodities. Millions of gamers, video editors, and 3D artists already own them. You can mine Ergo part-time on hardware you own. Try doing that with a $10,000 ASIC optimized for a single coin.

2. No Hardware Treadmill

Bitcoin miners face a brutal economics: your ASIC is profitable for ~18 months, then newer models make it obsolete. You're forced to reinvest constantly. Ergo miners use GPUs that stay useful for years—the same GPU can game, render, or mine depending on your needs.

3. Real Censorship Resistance

When mining is distributed across thousands of casual miners with consumer hardware, it's functionally impossible for any government or corporation to shut down the network. You can't raid every gaming PC in a country.

4. Lower Energy Footprint

GPU mining is more energy-efficient than ASIC-dominated PoW. No warehouses filled with specialized chips running 24/7 at maximum power draw. As adoption scales, security can scale without an energy nightmare.



Autolykos vs. The Alternatives: A Quick Comparison

AspectBitcoin (SHA256)Ethereum (PoS)Ergo (Autolykos)
Mining ModelASIC-dominatedStaking (no mining)GPU-friendly
Centralization RiskHigh (few mega-miners)High (wealth concentration)Low (distributed GPUs)
Energy EfficiencyLow (~150 TWh/year)Very high (minimal)High (GPU-optimized)
Long-term SecurityHardware treadmillPlutocracySustainable
Barriers to Entry$50k+ ASIC$1M+ stakeConsumer GPU
Fair LaunchPremined by SatoshiPremined by devs + VC100% to miners



The Technical Edge: Stateless Verification

Here's a detail most miss: Autolykos blocks are cheap to verify.

A node doesn't need to reproduce the entire memory-hard process to validate a block. It only needs:
  • The block header
  • The miner's nonce
  • The network difficulty

This aligns with Ergo's eUTXO model, where each "box" (like a UTXO) carries its own state and validation logic. Verification is lightweight and deterministic—even on low-resource nodes.

Why this matters: Running a full node remains accessible. The network doesn't require warehouse-scale infrastructure to validate blocks, so decentralization is preserved at every layer (mining, validation, storage).



Mining Ergo Today: Practical Steps

If you have a GPU with 4+ GB VRAM, you can mine Ergo right now:

  • Download mining software (lolMiner, T-Rex, or nbminer support Autolykos)
  • Join a pool (2miners, herominers, or comparable)
  • Set up wallet address (Ergo's Nautilus wallet or hardware wallet)
  • Point your GPU at the pool and let it run
Current profitability depends on GPU model, electricity cost, and ERG price. Unlike Bitcoin mining, you can break even or profit on a single GPU in most developed countries—especially part-time.



Storage Rent: The Long-Term Angle

Here's what most people miss: Ergo's mining won't collapse when emission ends (around 2045).

Bitcoin miners rely entirely on transaction fees in the long term. Ergo has an additional incentive: storage rent. Every UTXO on-chain pays a small rental fee every 4 years of inactivity. This fee goes to miners, creating sustainable revenue even after block rewards drop to zero.

This is Ergo's answer to Bitcoin's long-term security budget problem.



The Bottom Line: Mining Without Masters

Autolykos is proof that you can build PoW without surrendering decentralization to ASIC monopolies. It's not the only PoW coin that tries this, but it's one of the few that has survived, evolved, and stayed true to the principle for 6+ years.

If you believe in PoW mining as a decentralization mechanism, but you're tired of watching it concentrate in the hands of industrial mega-farms, Ergo's GPU mining is worth a serious look.

For more details:
2  Alternate cryptocurrencies / Announcements (Altcoins) / Re: [PoW] Ergo - Welcome to Smart Money! on: March 11, 2020, 06:46:59 PM
How are you doing with the pools? Does it make sense to mine ergo with one PC?
3  Local / Альтернативные криптовалюты / Re: [PoW] [Sigma] ΣRGO - новаторские идеи для блокчейн on: March 05, 2020, 10:23:31 AM
Ребят, а что у вас по пулам? У меня парочка видеокарт простаивает, но я думаю что соло-майнинг мне вряд ли поможет.
4  Alternate cryptocurrencies / Altcoin Discussion / UTXO vs Accounts on: March 04, 2020, 12:30:29 PM
One of the projects I've been following has recently published an article about UTXO vs Accounts.
I didn't fully understand it, so I decided to ask here. Maybe I should chew somebody up, why is it so important?
https://ergoplatform.org/en/blog/2020_03_03_building_utxo/
5  Alternate cryptocurrencies / Announcements (Altcoins) / Re: [PoW] Ergo - Welcome to Smart Money! on: March 04, 2020, 11:45:50 AM
like WEST  Grin

Even WEST fired a shot in his day. You just need to know when to get in and out.
Again. It was clear from the start - West is a project to make money. Waves, for example, are pretty much alive.
6  Alternate cryptocurrencies / Announcements (Altcoins) / Re: [PoW] Ergo - Welcome to Smart Money! on: February 19, 2020, 12:52:39 PM
Do you have Russian chats? The project's a Russian one, but I didn't find it myself.
7  Alternate cryptocurrencies / Altcoin Discussion / Ergo: Welcome to Smart Money on: February 13, 2020, 06:41:12 PM
It’s the smartest crypto you’ve never heard of. Ergo takes the best of Bitcoin and integrates Sigma protocols so powerful they make Ethereum look like it would lose a game of chess against your cat. If you’re tired of spin and hype over solid tech, Ergo will remind you that in crypto, it’s always been fashionable to be intelligent. Bright is the new black, people, and Ergo is set to dazzle you.

DeFi is set to be the major blockchain trend for 2020. Many new smart contract platforms are positioning to become one of the handful of big players in the space. With a strong head start, competent development team and impressive network, Ethereum’s place in this billion-dollar (and growing) movement is assured. The others must offer something different – dramatically different – to differentiate themselves against this background. Ergo is a smart contracts and DeFi platform that may have what it takes to carve out a niche in this fast-moving and competitive new sector.

Powerful But Safe Contracts

Ethereum is an exceptional platform, but there are things it does not do well. Its Turing-complete smart contracts are powerful, but dangerous – as incidents from The DAO to the Parity wallet exploits have proven, with tens of millions of dollars in collateral damage. With complexity comes uncertainty, and potentially catastrophic vulnerabilities. Contracts can be expensive to run, and depending on network conditions may execute unpredictably – or not at all.

Ergo takes a fundamentally different approach to smart contract development. The team, which has extensive experience with blockchain platforms, frameworks and organisations from Nxt and Waves to Scorex and IOHK, has adopted a declarative model for programming whereby it’s always known in advance how much code will cost to run – and, indeed, whether it will run precisely as intended. While that might on the surface limit code complexity, it’s nevertheless possible to create Turing-complete scripts by iterating processes across multiple blocks. That means Ergo can support versatile dApps that run predictably, with known costs, and don’t have any of the dangers of unrestricted functionality.

Sigma protocols

The platform is unashamedly conservative, basing as many features as possible on Bitcoin – after all, Bitcoin is the most battle-tested crypto network in existence. Ergo’s UTXO model, PoW mining and finite supply draw on Bitcoin’s approaches to consensus and economic incentives.

But Ergo also incorporates cutting-edge research into new cryptographic processes, using Sigma protocols to enable DeFi applications that would be either complex and messy or simply impossible on other platforms. Sigma protocols are a well-known class of zero-knowledge proofs that allow developers to implement very powerful processes very elegantly. For example, what if you want to build a privacy service that allows any one of a dozen different accounts to spend funds from an address – but no one can tell who has made each transfer? Such a ‘ring contract’ is possible with Ethereum, but it would require a clunky and expensive workaround. With Ergo’s Sigma protocols, it’s possible to implement this kind of use case and many others quickly, efficiently and – above all – securely. Sigma protocols have not been deployed in such generic form within crypto before. Yet this kind of out-of-the-box functionality is hugely valuable, especially when no other DeFi platform offers it.

Get involved
Ergo’s team has been working on the project for over two years, attracting interest from some major players in the crypto space (including Cardano’s Charles Hoskinson) but avoiding mainstream attention until now. With the platform’s core functionality now substantially complete, the developers are seeking to expand the network, form new partnerships and make a mark in the nascent DeFi movement.
8  Bitcoin / Bitcoin Discussion / Podcasts about crypto on: January 29, 2020, 03:14:36 PM
Sup.
I haven't been interested in crypto for a long time, but the subject is very interesting to me. Because of the specifics of the work (I work in the ambulance)I spend a lot of time driving and like podcasts very much.

Can you give me some interesting podcasts about cryptocurrencies and industry.

For example:
Here are the Russian guys who were pretty good at talking about their project and its features.
https://www.youtube.com/watch?v=ybtWmbBfcOM

Can I recommend something like that?
I'm not really interested in trading, but maybe someone else will, so share it anyway.
9  Alternate cryptocurrencies / Altcoin Discussion / Re: Tracking upcoming airdrops? on: September 12, 2018, 01:57:36 PM
I used airdrops.io,   topairdrops.io, airdropking.io
10  Other / Off-topic / Speculators rescuers of the future of bitcoin? on: August 23, 2018, 04:39:58 PM
Today I read an article that says that speculation helps to inflate the value of bitcoin, thereby attracting the attention of the Media and ordinary people. Always thought speculations are something bad, but knot sure I don't think so.

What do you think about this?
http://cryptoinferno.org/thoughts/bitcoin-needs-speculators/
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