Meta mandates weekly AI-assisted code fixes from engineers
Via theverge.com
The company is pushing engineers to feed its coding agent with real-world fixes as part of a broader plan to have AI generate the vast majority of its code by 2026
+22.2% (FY ended 2025-12-31 vs FY ended 2024-12-31) 10-K
Annual net income
60,458,000,000 USD (FY ended 2025-12-31, attributable to the company) 10-K
Annual operating margin
41.4% (FY ended 2025-12-31)
Forward P/E
Unavailable: no dated forecast source
Gloria daily close for session Oct 27, 2026. Market cap and trailing P/E use this close with the SEC share total and trailing diluted earnings, each dated next to its figure. Annual revenue, revenue growth, net income and margin show their own fiscal period and link the 10-K. Current context may postdate this article.
3,333,751,000FY ended 2025-12-31, attributable to the company · 10-K
75.8%FY ended 2025-12-31
Missing figures stay unavailable. Forward P/E requires a dated source. Annual revenue, revenue growth, net income and margin come from each company's own 10-K, in US dollars, and each row shows that fiscal year. Revenue growth compares the fiscal year with the prior year stated in the same 10-K. Net income is the full year amount attributable to the company, or available to common stockholders where the filing states only that, or consolidated net income. Each row names its basis. Trailing P/E reads "Not meaningful" when the dated trailing diluted EPS is a loss or zero. An operating margin appears only when the filing states both the operating income and the revenue for the same year.
Sources: SEC filings, Gloria daily closes and CoinGecko. Oldest record refresh: Oct 27, 2026, 10:51 PM EDT. Refresh is not a price or filing date. Each row shows its price date and its annual fiscal period. Peers use industry code and company size, or editorial selection. Market cap multiplies that row price by the company share total the latest SEC filing states for every share class together. Trailing P/E divides it by trailing diluted earnings from SEC filings. Rolled earnings per share are approximate because share counts can change between periods. Both appear only when the SEC data carries its date, so they are estimates at one price date, not synchronized filing valuations. Not investment advice.
Token vs underlying stock
Current comparison for META. Historical observations may postdate this article.
Split-adjusted regular-session stock closes from the existing Gloria shared history, paired only with an observed token price within 45 minutes of 16:00 New York time. Up to 60 matched sessions. No interpolation or missing-date fill. Weekends and known early closes are omitted. Token units are not adjusted for issuer multipliers or dividend treatment. This compares quoted prices, not fair value, executable premiums or arbitrage returns. Solid line: token. Dashed line: stock. Exact quote times and values appear below. Historical observations. Retrieval refers to the token source. Token quote times use UTC. The fixed cohort shows its oldest member fetch.
Meta token vs Meta stock: exact source values
Date (UTC)
Token (USD)
Stock close (USD)
Token quote (UTC)
2026-08-04
589.37
587.94
2026-08-04 20:00
2026-08-05
590.76
588.77
2026-08-05 20:00
2026-08-06
589.91
589.90
2026-08-06 20:00
2026-08-07
592.96
592.10
2026-08-07 20:00
2026-08-10
595.64
594.92
2026-08-10 20:00
2026-08-11
600.42
599.12
2026-08-11 20:00
2026-08-12
580.52
578.85
2026-08-12 20:00
2026-08-13
595.84
594.97
2026-08-13 20:00
2026-08-14
590.73
589.85
2026-08-14 20:00
2026-08-17
569.77
568.97
2026-08-17 20:00
2026-08-18
544.97
543.67
2026-08-18 20:00
2026-08-19
547.78
546.03
2026-08-19 20:00
2026-08-20
547.56
545.83
2026-08-20 20:00
2026-08-21
551.35
549.90
2026-08-21 20:00
2026-08-24
560.74
559.02
2026-08-24 20:00
2026-08-25
571.26
570.05
2026-08-25 20:00
2026-08-26
577.62
576.14
2026-08-26 20:00
2026-08-27
572.41
571.10
2026-08-27 20:00
2026-08-28
579.18
578.02
2026-08-28 20:00
2026-08-31
573.08
572.34
2026-08-31 20:00
2026-09-01
579.55
578.54
2026-09-01 20:00
2026-09-02
593.44
592.85
2026-09-02 20:00
2026-09-03
612.22
610.68
2026-09-03 20:00
2026-09-04
617.78
616.77
2026-09-04 20:00
2026-09-08
614.55
613.48
2026-09-08 20:00
2026-09-09
653.99
653.69
2026-09-09 20:00
2026-09-10
645.68
644.38
2026-09-10 20:00
2026-09-11
648.82
648.03
2026-09-11 20:00
2026-09-14
667.33
665.60
2026-09-14 20:00
2026-09-15
671.72
670.24
2026-09-15 20:00
2026-09-16
674.78
673.31
2026-09-16 20:00
2026-09-17
683.69
682.31
2026-09-17 20:00
2026-09-18
667.45
665.75
2026-09-18 20:00
2026-09-21
743.56
741.25
2026-09-21 20:00
2026-09-22
740.44
736.60
2026-09-22 20:00
2026-09-23
746.35
744.10
2026-09-23 20:00
2026-09-24
778.30
777.59
2026-09-24 20:00
2026-09-25
752.94
751.66
2026-09-25 20:00
2026-09-28
716.77
715.62
2026-09-28 20:00
2026-09-29
741.08
738.79
2026-09-29 20:00
2026-09-30
728.60
725.18
2026-09-30 20:00
2026-10-01
727.20
725.93
2026-10-01 20:00
2026-10-02
729.17
728.08
2026-10-02 20:00
2026-10-05
743.97
741.90
2026-10-05 20:00
2026-10-06
741.44
738.88
2026-10-06 20:00
2026-10-07
722.75
721.31
2026-10-07 20:00
2026-10-08
722.91
720.89
2026-10-08 20:00
2026-10-09
720.22
718.67
2026-10-09 20:00
2026-10-12
744.29
742.96
2026-10-12 20:00
2026-10-13
764.47
762.50
2026-10-13 20:00
2026-10-14
737.37
737.54
2026-10-14 20:00
2026-10-15
738.03
736.72
2026-10-15 20:00
2026-10-16
711.14
709.33
2026-10-16 20:00
2026-10-19
707.00
705.44
2026-10-19 20:00
2026-10-20
695.35
694.25
2026-10-20 20:00
2026-10-21
700.90
697.52
2026-10-21 20:00
2026-10-22
650.24
648.85
2026-10-22 20:00
2026-10-23
643.78
642.62
2026-10-23 20:00
2026-10-26
631.24
630.56
2026-10-26 20:00
2026-10-27
621.46
620.19
2026-10-27 20:00
Stock history: Gloria · Retrieved Oct 28, 00:31 UTC. Token history: CoinGecko METAx.
Quoted token and share units can have different rights, multipliers and dividend treatment. This is not an executable premium or arbitrage signal.
Meta is requiring its engineers to submit at least one AI-assisted code fix per week, a move designed to improve the company’s internal coding agent through real-world feedback.
The mandate fits into a much larger, more aggressive AI integration strategy at Meta. The company is targeting 65% of its engineers to write over 75% of their code using AI by the first half of 2026.
The feedback loop strategy
The company has built a system called MetaMateCR, which automates code review fixes. It has already been tested on tens of thousands of engineers internally. The weekly code fix requirement ensures that engineers are constantly interacting with, correcting, and refining the AI’s output.
Hundreds of engineers were laid off between early and mid-2026, with the reductions explicitly tied to AI adoption strategies.
What this means for the crypto and tech investment landscape
Meta’s AI ambitions require enormous computing power. The company has been one of the largest buyers of AI chips globally, and its push to have AI write most of its code will only accelerate demand for compute resources. That’s relevant for crypto mining operations and decentralized compute networks like Render and Akash, which are positioning themselves as alternatives to centralized cloud providers.
Open-source AI models, which much of the crypto ecosystem relies on, don’t have access to the kind of structured, high-quality training data that comes from tens of thousands of professional engineers correcting code output every single week. This could widen the gap between proprietary and open-source AI capabilities over time, which has implications for any decentralized AI project betting on community-driven model improvement.
Disclosure: This article was edited by Editorial Team. For more information on how we create and review content, see our Editorial Policy.
