☸ Sutra Study: Karma & Causality

Karma · 业 · May 29, 2026 · Day 10

"Karma" is Buddhism's answer to how cause and effect travel through time: an act does not vanish once done — it settles as latent potential, ripening into fruit when conditions meet. Today's four texts answer four questions in turn: does karma vanish? (Karmaśataka), how does cause and effect span three lifetimes? (Sutra of Cause and Effect), what karma should one make? (Ten Wholesome Ways), how is one rescued amid the sea of karma? (Kṣitigarbha Sutra). For someone with an AI background, this is an ancient wisdom about delayed reward and credit assignment.
Karmaśataka · Karma Is Indestructible
A Hundred Parables of Karmic Fruit
Avadāna (parable)Sanskrit → Tibetan Kangyurcirculated in China via Tibetan

Scripture Excerpt — The General Verse on Karma

"Though a hundred eons pass, the deeds once done are not lost; when conditions meet and the time comes, the fruit returns to be borne by the doer." Original: 假使经百劫,所作业不亡;因缘会遇时,果报还自受。 General verse on karma in the Karmaśataka (a parallel appears in the Mūlasarvāstivāda Vinaya avadānas)

Commentary — Karma Is "Indestructible," Not Fatalism

The Karmaśataka is a collection of a hundred karmic case-stories; in each, the Buddha traces a person's present joy or suffering to a past-life cause, always concluding "this is wrought by former karma." Its central claim is that karma is indestructible: once made, a deed is not offset by the passage of time — it merely lies latent, awaiting conditions.

But distinguish: karma is not fatalism. Fruition requires "conditions to meet" — and conditions can be made and changed, so practice matters. "Karma is not lost" means responsibility cannot be shifted, not that all is predetermined. This is precisely the middle way Buddhism walks between "determined" and "free."

Cross-Disciplinary — Karma ↔ Credit Assignment in Reinforcement Learning

"Action → delayed fruit" is the core difficulty of reinforcement learning: credit assignment — present reward or penalty often stems from some action long ago; how to attribute the return correctly to that step? The intuition of karma is strikingly aligned: fruit is delayed, spans long horizons, and is finally "returned" precisely to the doer. Vipāka (ripening-at-another-time) is almost a classical formulation of "delayed reward"; and "karma is not lost" corresponds to: discounted long-term consequences have not actually gone to zero.

Practice — Book One Entry of "Karmic Compound Interest"

The traditional practice is "contemplating karmic fruit." For BigCat: this week pick one small, recurring behavior (ten extra minutes of tests daily, or half an hour of phone-scrolling each night), and multiply it by a year to compute the accumulation. Make "when conditions meet" calculable — you will see directly how a small karma compounds into a large fruit, like snowballing technical debt.

Daily Practice

This week pick one daily micro-behavior and multiply it by 365 to see a year's accumulation. See the compound interest of small karma.
Sutra of Past and Present Causes and Effects · Three-Life Causality
Guoqu Xianzai Yinguo Jing
Buddha-biographytrans. GuṇabhadraLiu Song · c. 443 CE

Scripture Excerpt — Hair on the Mud, the Prophecy of Dīpaṃkara

"(Sumedha) untied his deerskin robe and spread it on the mud; seeing mud still showed, he loosed his hair onto the ground and let the Buddha tread upon it… (Dīpaṃkara said) In a future life you shall become a Buddha, named Śākyamuni." The ascetic Sumedha, seeing Dīpaṃkara Buddha about to cross the mire, spread his deerskin robe — and finding it not enough, loosed his long hair over the mud for the Buddha to walk across. Dīpaṃkara then prophesied his future buddhahood. Sutra of Past and Present Causes and Effects, fasc. 1 (trans. Guṇabhadra, T189)

Commentary — Causality Across Three Lives, and a Distinction from the "Folk Cause-and-Effect Sutra"

This sutra narrates Śākyamuni's causal cultivation: his awakening in this life (effect) can be traced back, countless eons earlier, to a single sincere act — spreading his hair over mud (cause). It turns abstract "three-life causality" into a traceable narrative chain, letting one see how a fruit arises from a very distant cause.

One must clarify: the popular maxim "to know your past cause, look at what you receive now" comes from the folk "Three-Lives Sutra" (widely judged a later composition), not this Sutra of Past and Present Causes and Effects translated by Guṇabhadra. Both speak of causality, but belong to different textual tiers — in reading scripture, distinguish translated canon from folk moral tracts.

Cross-Disciplinary — Tracing Causes ↔ Debugging Thought

"See the present fruit, infer the past cause" is isomorphic to an engineer's root-cause analysis: a production failure often traces back to some commit weeks ago. This sutra treats a life as a debuggable causal chain — a fruit is not an isolated event but the manifestation of distant causes. The difference is scale: karma extends the tracing to "countless eons," reminding you that the cause you make now is a commit toward some fruit not yet manifest.

Practice — Trace the Distant Causes of One Result

The tradition is "contemplating conditions." For BigCat: take one clear present result (a stalled promotion, or a stretch of solid trust) and, like writing a post-mortem, trace back its three to five layers of distant cause, until you reach a small choice you had long forgotten. Seeing that a "fruit" never arises causelessly, you grow more careful about the causes you make now.

Daily Practice

This week write a "causal post-mortem" for one present result, tracing back three to five layers of distant cause.
Sutra on the Ten Wholesome Ways of Action · A Checklist for Good Karma
Daśakuśalakarmapatha Sūtra
Mahāyāna · sutratrans. ŚikṣānandaTang · c. 700 CE

Scripture Excerpt — Day and Night, Keep Recalling Wholesome States

"Dragon King, know that the bodhisattva has one method that can sever all the sufferings of evil destinies. What is the one? It is, day and night, to constantly recall, reflect on, and observe wholesome states, letting wholesome states grow thought by thought, admitting not a fraction of the unwholesome to mingle in." Original: 菩萨有一法,能断一切诸恶道苦……谓于昼夜,常念思惟观察善法,令诸善法念念增长,不容毫分不善间杂。 Sutra on the Ten Wholesome Ways of Action (trans. Śikṣānanda, T600)

Commentary — Ten Wholesome Acts: "Good" Broken into Ten Operable Items

This sutra grounds vague "doing good" into ten concrete paths of action, sorted under the three doors of body, speech, and mind. Its insight: karma is not abstract morality but conduct checkable, item by item, at three sites. Keeping the ten wins human and heavenly fruits and is the shared foundation of Mahāyāna precepts and all practice — even the bodhisattva's six perfections "take this as their root."

Body (3)
no killing · no stealing · no sexual misconduct
Speech (4)
no lying · no divisive speech · no harsh speech · no idle talk
Mind (3)
no covetousness · no ill-will · no wrong view

Cross-Disciplinary — Ten Wholesome Acts ↔ The Habit Loop

"Let wholesome states grow thought by thought, admitting not a fraction of the unwholesome" precisely echoes the behavioral science of habit formation: behavior is a loop reinforced by repetition (cue → routine → reward); both good and bad are entrenched by repetition. The entry point of the ten is not "resolving to be a good person" but severing unwholesome micro-behaviors one by one — the same logic as habit design that "relies not on willpower but on changing the environment and cutting triggers." The three mental acts (greed, ill-will, wrong view) point to the cognitive root: conduct begins in repeated thought.

Practice — This Week, Guard Just One Speech-Act

The tradition is "keeping the ten wholesome precepts." For BigCat: ten is too many to be real, so this week watch only one speech-act — say, abstaining from "divisive speech" (no talking behind colleagues' backs), or from "idle talk" (no forwarding unverified information in group chats). Guarding one is more telling than "roughly minding" all ten.

Daily Practice

This week guard just one speech-act (e.g. no divisive speech, no idle talk). One held well beats ten held loosely.
Kṣitigarbha Sutra · The Great Vow Amid the Sea of Karma
Kṣitigarbha Bodhisattva Pūrvapraṇidhāna Sūtra
Mahāyāna · Kṣitigarbha devotiontrans. ŚikṣānandaTang · c. 700 CE

Scripture Excerpt — The Vow of Bright-Eyes

"From this day onward… all the suffering, sinful beings in the hells and the three evil destinies — I vow to rescue and deliver them… Only when all such beings of karmic retribution have become Buddhas will I then attain perfect awakening." Original (abridged): 愿我自今日后……所有地狱及三恶道诸罪苦众生,誓愿救拔……如是罪报等人尽成佛竟,我然后方成正觉。 Kṣitigarbha Sutra, ch. 4 "The Karmic Conditions of the Beings of Jambudvīpa" (trans. Śikṣānanda, T412)

Commentary — The Tension of Karmic Causation and Vow-Power

The Kṣitigarbha Sutra on one hand sets out karmic causation — beings, by the karma each makes, draw down corresponding hells and evil destinies ("for the beings of Jambudvīpa, every stirring thought is karma"); on the other it raises up vow-power — Kṣitigarbha, in past lives as a brahmin woman and as Bright-Eyes, made boundless vows after descending to hell to save her mother. Later summarized as "Until hell is empty, I vow not to become a Buddha; only when all beings are delivered will I realize awakening."

The depth of this sutra is a tension: karma is borne individually (the fruit returns to the doer), yet the vow is borne on behalf of all beings. The bodhisattva does not deny the law of karma but enters the sea of karma by vow, turning the causality of "borne by oneself" into the compassion of "delivered together."

Cross-Disciplinary — No Forced Scientific Analogy Here

Kṣitigarbha's vow-power belongs to the plane of ethical and religious sentiment, with no tight correspondence to neuroscience or quantum physics, so no analogy is forced. Worth noting only is the philosophical question: if karma is "self-made, self-borne," how does the bodhisattva's vow to "bear suffering for all beings" stand within causality? This pushes us back to "who is the subject of karma" — left for the reflections below.

Practice — Make One Altruistic Vow, and Write Down the First Step

The tradition is "making vows and dedicating merit." For BigCat: grand vows easily ring hollow; the key is executability. This week write down one concrete altruistic commitment (e.g. "see one newcomer through their probation"), and immediately set the first step doable this week. The essence of Kṣitigarbha's vow is not a tragic slogan but a vow that lands in action — vow-power is redeemed step by step.

Daily Practice

This week write down one concrete altruistic commitment, and set the first step doable this week. A vow must land in action.

☸ Questions for Deeper Reflection ☸

1. If all phenomena are without self (no abiding "I"), then who exactly bears the fruit in "karma is not lost, the fruit returns to the doer"?
This is a core problem within Buddhism. In the schools' period, the Pudgalavāda posited a "person" (pudgala) as a tenuous bearer, criticized by others as close to a "self." The Sarvāstivāda answered with "the unbroken continuity of karma." Yogācāra gives the most systematic answer: the ālaya-vijñāna (storehouse consciousness) as the "store" of karmic seeds — momentary in arising-and-ceasing yet unbroken in continuity ("neither permanent nor annihilated"). Seeds meet conditions and manifest; there is no abiding self, yet causality is carried through — the one who bears fruit is not an entity but an ever-changing yet continuous "stream of continuity."
2. Does "karma is not lost" conflict with free will? Is this fatalism?
No. The key is "when conditions meet" — karma is latent potential that requires conditions to manifest, and conditions can be made and changed. Karma claims only that "a cause already made does not vanish," not that "the future is fixed." It lands between determinism and free will: the past is unalterable (the cause is made), the future is shapeable (conditions can be cultivated). Precisely for this reason practice has meaning — if all were fixed, the ten wholesome acts and repentance would be useless.
3. Is analogizing "karma" to credit assignment in reinforcement learning a real connection or overreach?
It needs surgery. The real part: both handle "how delayed, long-horizon consequences are precisely attributed to prior actions" — vipāka ≈ delayed reward, karma's indestructibility ≈ long-term consequences not discounted to zero. This is structural isomorphism. The overreach: karma spans lifetimes, carries ethical value and intention (volitional karma), while RL's reward is a designer-given scalar with no good or evil. Reducing karma to a reward function loses cetanā (intention) — the very soul of karma. Hold the line between "heuristic analogy" and "equivalence."
4. Kṣitigarbha's "only when all beings are delivered will I realize awakening" — if beings are endless, does he never become a Buddha? How is this vow coherent?
This is the dialectic of the Mahāyāna vow. One reading: it is precisely an "endless vow," its point not "it will be completed" but the vow's unconditionality and unbounded term — buddhahood is not the reward of "zeroing out" beings; the bodhisattva's perfection is shown exactly in this never-withdrawn commitment. Another reading (Huayan-style): in the infinitely interpenetrating web of dependent arising, "delivering all" and "becoming Buddha" are not linear before-and-after but simultaneously mutually contained. Either way, the vow's power lies not in being completable, but in daring to set no deadline.