Models Can Also "Nest"? MiniMax Releases M2.7: The First Domestic Large Model Deeply Involved in Self-Iteration

marsbitОпубліковано о 2026-03-18Востаннє оновлено о 2026-03-18

Анотація

Artificial intelligence is evolving from monthly updates to self-evolution. On March 18, MiniMax released its first new model version deeply involved in its own iteration—MiniMax M2.7. This marks a new stage in model development: large models are no longer solely trained by human programmers but have begun to "train themselves." The core breakthrough of MiniMax M2.7 lies in its strong autonomous construction capability. It can independently build complex Agent Harness (intelligent agent testing frameworks) and, relying on underlying capabilities such as Agent Teams, complex Skills, and Tool Search tools, complete highly complex productivity tasks autonomously. In simple terms, M2.7 is not just a smarter conversational agent but also a "digital engineer" capable of self-diagnosis and self-optimization. This "self-participatory iteration" model will significantly enhance the model’s logical reasoning and tool invocation accuracy when facing unknown complex tasks. Currently, this self-evolving MiniMax M2.7 model has been fully launched on the MiniMax Agent platform and open platform. As large models begin to deeply participate in their own "growth" process, the ceiling of AI may be raised once again.

The evolution speed of artificial intelligence is transitioning from "monthly updates" to "self-evolution." On March 18, MiniMax officially released its first new version model deeply involved in iterating itself—MiniMax M2.7. This marks a new stage in model development: large models are no longer solely fed by human programmers but have begun to learn to "guide themselves."

According to reports, the core breakthrough of MiniMax M2.7 lies in its powerful autonomous construction capability. It can independently build complex Agent Harness (intelligent agent testing frameworks) and, relying on underlying capabilities such as Agent Teams (intelligent agent collaboration), complex Skills, and Tool Search tool, independently complete highly complex productivity tasks.

Simply put, M2.7 is not just a smarter conversationalist but also a "digital engineer" capable of self-diagnosis and self-optimization. This "self-participatory iteration" model will significantly enhance the model's logical reasoning limits and tool invocation accuracy when facing unknown complex tasks.

Currently, this MiniMax M2.7 model, equipped with self-evolution genes, has been fully launched on the MiniMax Agent platform and open platform. As large models begin to deeply participate in their own "growth" process, the ceiling of AI may be raised once again.

Meanwhile, the AI computing power and application market are also seeing frequent developments. LuChen Technology announced the completion of a Series B financing round worth hundreds of millions of yuan, with its overseas revenue share soaring to 79%; meanwhile, due to a surge in call volumes, some of Alibaba Cloud's AI computing power products have reportedly seen price increases. Amid the interplay of technological iteration and market fluctuations, the AI track in 2026 is becoming increasingly urgent and full of variables.

Пов'язані питання

QWhat is the name of the new model released by MiniMax that is capable of deep self-iteration?

AThe new model is called MiniMax M2.7.

QWhat is the core breakthrough of the MiniMax M2.7 model according to the article?

AIts core breakthrough is its strong autonomous construction capability, allowing it to build complex Agent Harness and complete highly complex productivity tasks independently.

QWhat specific abilities does the M2.7 model use to complete complex tasks?

AIt uses abilities such as Agent Teams (agent collaboration), complex Skills, and Tool Search tool to complete tasks.

QOn which platforms has the MiniMax M2.7 model been fully launched?

AIt has been fully launched on the MiniMax Agent platform and the open platform.

QBesides the MiniMax announcement, what other AI market dynamics are mentioned in the article?

AThe article mentions that LuChen Technology completed a Series B financing of hundreds of millions of yuan, and Alibaba Cloud increased prices for some AI computing products due to a surge in usage.

Пов'язані матеріали

Want to Get Freebies from Robinhood Chain? Which Ecosystem Projects Are Worth Watching?

**Title: Want to Get the Robinhood Chain Airdrop? Which Ecosystem Projects Are Worth Watching?** **Summary:** Robinhood Chain, a key part of Robinhood's push into Layer 2, aims to build a comprehensive ecosystem covering stock tokens, RWAs, perpetual contracts, and spot trading. With its mainnet launch on July 2, 2026, came a 90-day gas fee waiver for swaps, cross-chain transactions, and Perp trading. While the ecosystem's TVL was still modest at around $76.73 million as of July 6, 2026, several early projects present potential opportunities. Key projects highlighted include: * **Arcus:** A stock token and crypto DEX built by dYdX Labs and Robinhood Crypto, focusing on spot and perpetual contracts. Future ARCUS tokens are expected to prioritize the existing dYdX community. * **Lighter:** A ZK-powered decentralized perpetual and spot exchange deployed on Robinhood Chain. It has committed $11 million worth of LIT tokens to the Robinhood community, with users earning points (and double points via Robinhood Wallet) for trading, convertible to LIT. * **Morpho:** Integral to the newly launched "Robinhood Earn" program in the US, where user-supplied USDG stablecoins are lent out via Morpho vaults, targeting a 7% APY. * **Rialto:** An on-chain spot exchange supporting crypto, stocks, ETFs, and commodities. It will initially list over 90 Robinhood stock tokens and uses a "propAMM" system where market makers provide quotes from their own inventory. * **Arrakis:** A non-custodial, on-chain market maker protocol for token issuers to manage concentrated liquidity on DEXs. * **Meridian:** A platform on Robinhood Chain focusing on RWA perpetual contracts and prediction markets, settled in USDe. It rebranded from Ethereal and had previously planned to allocate 15% of its future governance tokens to ENA stakers. * **Native:** An on-chain price discovery and execution system recently deployed on Robinhood Chain, though the team has stated there are no current plans for a token launch. The article emphasizes that this is not investment advice and urges participants to conduct their own research (DYOR).

Foresight News6 хв тому

Want to Get Freebies from Robinhood Chain? Which Ecosystem Projects Are Worth Watching?

Foresight News6 хв тому

End of Correction or Continuation of Trend: Technical Structure Review of BTC and HYPE | Guest Analysis

**Weekly Technical Analysis: BTC & HYPE Structure Review** This analysis covers the multi-timeframe technical structure for Bitcoin (BTC) and HYPE. **Bitcoin (BTC) Analysis:** BTC's correction from its May 6 high has formed a clear four-segment pattern on the daily chart. The market is currently in a (3-4) rebound phase. The key determinant for the short-term trend is the endpoint of this rebound ("Endpoint 4"): * **Path 1 (Preferred Scenario):** If the rebound surpasses the $65,700 resistance, subsequent pullbacks are less likely to break the key support at $57,820 (July 1 low). This would suggest a transition into a consolidating range, building energy for a potential bullish reversal. * **Path 2:** Failure to reach $65,700, or even $64,500, increases the probability of a breakdown below $57,820, continuing the downtrend. The 4-hour chart shows a completed five-wave decline from June 15, culminating in a momentum divergence at the low, which supported the recent bounce. **BTC Weekly Outlook & Strategy (Jul 6-12):** * **Core View:** Focus on the high point of the daily rebound from $57,820. * **Key Levels:** * Resistance: $64,500-$65,700; $67,300; $69,500-$71,000. * Support: $60,950-$62,300; $57,820; $55,000. * **Strategy:** * **Mid-term:** Maintain ~20% short position. Consider increasing shorts to <50% if price stalls in the $65,700-$67,300 zone with confirming model signals. * **Short-term:** Use 30% capital for swing trades between support/resistance. * **Plans:** * **Plan A (Short):** Enter shorts (~30%) if price is rejected at $65,700-$67,300. * **Plan B (Long):** Enter longs (~15%) only if price breaks above $65,700 first, then pulls back and finds support near $57,820. **HYPE Analysis:** The rebound from the June 25 low has developed a seven-segment structure on the 4-hour chart. Price is approaching the historical high zone near $76.94. Internal models have triggered top warnings, suggesting caution against chasing the rally and highlighting near-term pullback risks. **HYPE Weekly Outlook & Strategy:** * **Core View:** Observe price action in the $75-$76.94 resistance area. * **Key Levels:** * Resistance: $75-$76.94; $80. * Support: $68; $65.5; $60.5-$61.5. * **Strategy:** Prioritize profit-taking and risk management. If holding longs, consider moving stop-loss to ~$68 to protect gains. Close positions promptly on signs of a downturn. **Trade Recap:** A recent short-term long trade in HYPE, entered at $64 based on model buy signals and exited at ~$70.55 on sell signals, yielded a profit of approximately 10.23%. **General Risk Management:** Always set an initial stop-loss. Move stop-loss to breakeven at +1% profit, and trail it upwards by 1% for every subsequent 1% gain to lock in profits. *Disclaimer: Market conditions change rapidly. All analysis, models, and strategies presented are for educational/log purposes only and do not constitute investment advice. Trade at your own risk.*

Odaily星球日报14 хв тому

End of Correction or Continuation of Trend: Technical Structure Review of BTC and HYPE | Guest Analysis

Odaily星球日报14 хв тому

Is Anyone Still Buying in the Crypto Market? Unpacking 3 Common Watch-and-Wait Mentalities Today

Is Anyone Still Buying in the Crypto Market? Unpacking 3 Common Wait-and-See Mindsets This article analyzes the current cautious sentiment in the crypto market, distilled from conversations with sophisticated investors. The author identifies three dominant investor mindsets: 1. **Satisfied with Current Holdings:** Many retain a long-term belief in digital assets but see no immediate catalyst for significant price appreciation. They hold positions to avoid missing a future surge but allocate minimal new capital or attention. A shift requires a new, observable catalyst or a rotation from other portfolio areas. 2. **Waiting for Lower Prices:** This reflects not just short-term timing but a belief about crypto's total addressable market and upside potential. It could change if key perceived cycle bottoms pass without a crash, a major bullish event occurs (e.g., sovereign adoption), or price rebounds trigger FOMO-driven buying. 3. **High Opportunity Cost of Allocation:** The core question is comparative growth. With AI-related equities appearing to offer relentless, high-speed growth, justifying marginal investment into assets without similar perceived momentum is difficult. A slowdown in the AI trade could potentially mark a bottom and trigger capital reallocation into crypto. In conclusion, while long-term conviction persists for many, near-term marginal capital flows are constrained by these beliefs. The author suggests the market may be closer to a bottom than a top, but the current climate is defined by this wait-and-see approach, awaiting a catalyst to reignite broader investor commitment.

marsbit1 год тому

Is Anyone Still Buying in the Crypto Market? Unpacking 3 Common Watch-and-Wait Mentalities Today

marsbit1 год тому

Торгівля

Спот
活动图片